{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5hIbr52I7Z7U"
   },
   "source": [
    "Deep Learning\n",
    "=============\n",
    "\n",
    "Assignment 1\n",
    "------------\n",
    "\n",
    "The objective of this assignment is to learn about simple data curation practices, and familiarize you with some of the data we'll be reusing later.\n",
    "\n",
    "This notebook uses the [notMNIST](http://yaroslavvb.blogspot.com/2011/09/notmnist-dataset.html) dataset to be used with python experiments. This dataset is designed to look like the classic [MNIST](http://yann.lecun.com/exdb/mnist/) dataset, while looking a little more like real data: it's a harder task, and the data is a lot less 'clean' than MNIST."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "collapsed": true,
    "id": "apJbCsBHl-2A"
   },
   "outputs": [],
   "source": [
    "# These are all the modules we'll be using later. Make sure you can import them\n",
    "# before proceeding further.\n",
    "from __future__ import print_function\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "import tarfile\n",
    "from IPython.display import display, Image\n",
    "from scipy import ndimage\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from six.moves.urllib.request import urlretrieve\n",
    "from six.moves import cPickle as pickle\n",
    "\n",
    "# Need to use matplotlib inline to produce plots inside jupyter notebook\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jNWGtZaXn-5j"
   },
   "source": [
    "First, we'll download the dataset to our local machine. The data consists of characters rendered in a variety of fonts on a 28x28 image. The labels are limited to 'A' through 'J' (10 classes). The training set has about 500k and the testset 19000 labelled examples. Given these sizes, it should be possible to train models quickly on any machine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/mgalarny/Desktop/Python_Tutorials/TensorFlow/Udacity\r\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 align='Middle'>The following cell will not run without internet connection. Be sure to acquire the files in another way</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "output_extras": [
      {
       "item_id": 1
      }
     ]
    },
    "colab_type": "code",
    "collapsed": false,
    "executionInfo": {
     "elapsed": 186058,
     "status": "ok",
     "timestamp": 1444485672507,
     "user": {
      "color": "#1FA15D",
      "displayName": "Vincent Vanhoucke",
      "isAnonymous": false,
      "isMe": true,
      "permissionId": "05076109866853157986",
      "photoUrl": "//lh6.googleusercontent.com/-cCJa7dTDcgQ/AAAAAAAAAAI/AAAAAAAACgw/r2EZ_8oYer4/s50-c-k-no/photo.jpg",
      "sessionId": "2a0a5e044bb03b66",
      "userId": "102167687554210253930"
     },
     "user_tz": 420
    },
    "id": "EYRJ4ICW6-da",
    "outputId": "0d0f85df-155f-4a89-8e7e-ee32df36ec8d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found and verified notMNIST_large.tar.gz\n",
      "Found and verified notMNIST_small.tar.gz\n"
     ]
    }
   ],
   "source": [
    "url = 'http://commondatastorage.googleapis.com/books1000/'\n",
    "last_percent_reported = None\n",
    "\n",
    "def download_progress_hook(count, blockSize, totalSize):\n",
    "    \"\"\"A hook to report the progress of a download. This is mostly intended for users with\n",
    "    slow internet connections. Reports every 1% change in download progress.\n",
    "    \"\"\"\n",
    "    global last_percent_reported\n",
    "    percent = int(count * blockSize * 100 / totalSize)\n",
    "\n",
    "    if last_percent_reported != percent:\n",
    "        if percent % 5 == 0:\n",
    "            sys.stdout.write(\"%s%%\" % percent)\n",
    "            sys.stdout.flush()\n",
    "        else:\n",
    "            sys.stdout.write(\".\")\n",
    "            sys.stdout.flush()\n",
    "        last_percent_reported = percent\n",
    "        \n",
    "def maybe_download(filename, expected_bytes, force=False):\n",
    "    \"\"\"Download a file if not present, and make sure it's the right size.\"\"\"\n",
    "    if force or not os.path.exists(filename):\n",
    "        print('Attempting to download:', filename) \n",
    "        filename, _ = urlretrieve(url + filename, filename, reporthook=download_progress_hook)\n",
    "        print('\\nDownload Complete!')\n",
    "    statinfo = os.stat(filename)\n",
    "    if statinfo.st_size == expected_bytes:\n",
    "        print('Found and verified', filename)\n",
    "    else:\n",
    "        raise Exception('Failed to verify ' + filename + '. Can you get to it with a browser?')\n",
    "    return filename\n",
    "\n",
    "train_filename = maybe_download('notMNIST_large.tar.gz', 247336696)\n",
    "test_filename = maybe_download('notMNIST_small.tar.gz', 8458043)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cC3p0oEyF8QT"
   },
   "source": [
    "Extract the dataset from the compressed .tar.gz file.\n",
    "This should give you a set of directories, labelled A through J."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "output_extras": [
      {
       "item_id": 1
      }
     ]
    },
    "colab_type": "code",
    "collapsed": false,
    "executionInfo": {
     "elapsed": 186055,
     "status": "ok",
     "timestamp": 1444485672525,
     "user": {
      "color": "#1FA15D",
      "displayName": "Vincent Vanhoucke",
      "isAnonymous": false,
      "isMe": true,
      "permissionId": "05076109866853157986",
      "photoUrl": "//lh6.googleusercontent.com/-cCJa7dTDcgQ/AAAAAAAAAAI/AAAAAAAACgw/r2EZ_8oYer4/s50-c-k-no/photo.jpg",
      "sessionId": "2a0a5e044bb03b66",
      "userId": "102167687554210253930"
     },
     "user_tz": 420
    },
    "id": "H8CBE-WZ8nmj",
    "outputId": "ef6c790c-2513-4b09-962e-27c79390c762"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large already present - Skipping extraction of notMNIST_large.tar.gz.\n",
      "['notMNIST_large/A', 'notMNIST_large/B', 'notMNIST_large/C', 'notMNIST_large/D', 'notMNIST_large/E', 'notMNIST_large/F', 'notMNIST_large/G', 'notMNIST_large/H', 'notMNIST_large/I', 'notMNIST_large/J']\n",
      "notMNIST_small already present - Skipping extraction of notMNIST_small.tar.gz.\n",
      "['notMNIST_small/A', 'notMNIST_small/B', 'notMNIST_small/C', 'notMNIST_small/D', 'notMNIST_small/E', 'notMNIST_small/F', 'notMNIST_small/G', 'notMNIST_small/H', 'notMNIST_small/I', 'notMNIST_small/J']\n"
     ]
    }
   ],
   "source": [
    "num_classes = 10\n",
    "np.random.seed(133)\n",
    "\n",
    "def maybe_extract(filename, force=False):\n",
    "    root = os.path.splitext(os.path.splitext(filename)[0])[0]  # remove .tar.gz\n",
    "    if os.path.isdir(root) and not force:\n",
    "    # You may override by setting force=True.\n",
    "        print('%s already present - Skipping extraction of %s.' % (root, filename))\n",
    "    else:\n",
    "        print('Extracting data for %s. This may take a while. Please wait.' % root)\n",
    "        tar = tarfile.open(filename)\n",
    "        sys.stdout.flush()\n",
    "        tar.extractall()\n",
    "        tar.close()\n",
    "    data_folders = [os.path.join(root, d) for d in sorted(os.listdir(root))\n",
    "        if os.path.isdir(os.path.join(root, d))]\n",
    "    if len(data_folders) != num_classes:\n",
    "        raise Exception(\n",
    "            'Expected %d folders, one per class. Found %d instead.' % (\n",
    "            num_classes, len(data_folders)))\n",
    "    print(data_folders)\n",
    "    return data_folders\n",
    "  \n",
    "train_folders = maybe_extract(train_filename)\n",
    "test_folders = maybe_extract(test_filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "4riXK3IoHgx6"
   },
   "source": [
    "---\n",
    "Problem 1\n",
    "---------\n",
    "\n",
    "Let's take a peek at some of the data to make sure it looks sensible. Each exemplar should be an image of a character A through J rendered in a different font. Display a sample of the images that we just downloaded. Hint: you can use the package IPython.display.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random\n",
    "import hashlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def disp_samples(data_folders, sample_size):\n",
    "    for folder in data_folders:\n",
    "        print(folder)\n",
    "        image_files = os.listdir(folder)\n",
    "        image_sample = random.sample(image_files, sample_size)\n",
    "        for image in image_sample:\n",
    "            image_file = os.path.join(folder, image)\n",
    "            i = Image(filename=image_file)\n",
    "            display(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/A\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABtklEQVR4nG2RP2hTURSHf+fd+5IY\nKv6LFYQKouhQcLFCkW51dBPR6lAFcRD8M1hcFDqImy6CgzaC1anQRcWCg4iIkzhYFYOdKghNUYQi\nNMl793N4TdM2767fOef3nXOlnGfa+gXmK3lMkZ7RZLaUx7xu0Up4l89O8HIenucwp0OtD/1LUFXU\nlZdun2qeCj2JFrqgoerBsz/7hOo5gbe5KZ2hweluNsK0Yl2lwXCXzOFGraKC7tBiYIOMen8kR+S8\nHhH+7V8vY+4Vo/KKNA0LOzcMvcs9OZn0Fubi9TIXeFNw3nkrzcIn2dq+oVCryCTT5l8wo8h3LtM3\nafHTcpBE3BuiuqwNLcRP9i5W9oSs0iVRfe3Q+0yVNhWLxWKxrGGaXFe70esSH7esKDidpMH5NnQ6\nxp9+OTMzs1iXaXBczmcy+yZ18atPslK0S5F+r8io/J4Hcp38KmH5QPadThPMbevsbJqBvztkkrzG\n4Mqqm2TRd1jskcl5nSNlSO1TuoIGAiztVizTWEhb3FiNNMUvSFKuyWnwNWmA5YeD2VnLI+OfCQSa\nE6Oq0QpAk8dyktNRQkgBUr79B/UzwKoyvD0/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/B\n"
     ]
    },
    {
     "data": {
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/C\n"
     ]
    },
    {
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/D\n"
     ]
    },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/E\n"
     ]
    },
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/F\n"
     ]
    },
    {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/G\n"
     ]
    },
    {
     "data": {
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     "name": "stdout",
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     "text": [
      "notMNIST_large/H\n"
     ]
    },
    {
     "data": {
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      "notMNIST_large/I\n"
     ]
    },
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     "metadata": {},
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/J\n"
     ]
    },
    {
     "data": {
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   ],
   "source": [
    "disp_samples(train_folders, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_small/A\n"
     ]
    },
    {
     "data": {
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     "output_type": "stream",
     "text": [
      "notMNIST_small/B\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "notMNIST_small/C\n"
     ]
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     "data": {
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     "text": [
      "notMNIST_small/D\n"
     ]
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      "notMNIST_small/E\n"
     ]
    },
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     ]
    },
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      "notMNIST_small/J\n"
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    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA80lEQVR4nO3SvUoDURCG4XfOWY2I\nglikEIOFldoKFlZ2ksZCvAxLKyHa5DZE8Da0EQIq+C9YC1ZaiAYhu8nOZ5H4x25v49s+Z2aaA78y\nwvqNXHKle3MUsthUV+osYkUcZk2Z6y0hhAI6AQwiXkRwEORQhl/94x9gW2UoxgEevQydGcw5EWAx\niT/NGLtSnmvpc86SGMwACzFhS55qHwwml7dXBk+CYcZm1zNdVAnArrx32lydnQjAUG3jSFmuw1p/\naWWnI5eyh+uz49bdq+R6aYwMDgYWDp70XXremCb0/7OZSdV6fX5qNG+/P9/fti4zMwmAD+tMa0uw\neYL0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp_samples(test_folders, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PBdkjESPK8tw"
   },
   "source": [
    "Now let's load the data in a more manageable format. Since, depending on your computer setup you might not be able to fit it all in memory, we'll load each class into a separate dataset, store them on disk and curate them independently. Later we'll merge them into a single dataset of manageable size.\n",
    "\n",
    "We'll convert the entire dataset into a 3D array (image index, x, y) of floating point values, normalized to have approximately zero mean and standard deviation ~0.5 to make training easier down the road. \n",
    "\n",
    "A few images might not be readable, we'll just skip them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "output_extras": [
      {
       "item_id": 30
      }
     ]
    },
    "colab_type": "code",
    "collapsed": false,
    "executionInfo": {
     "elapsed": 399874,
     "status": "ok",
     "timestamp": 1444485886378,
     "user": {
      "color": "#1FA15D",
      "displayName": "Vincent Vanhoucke",
      "isAnonymous": false,
      "isMe": true,
      "permissionId": "05076109866853157986",
      "photoUrl": "//lh6.googleusercontent.com/-cCJa7dTDcgQ/AAAAAAAAAAI/AAAAAAAACgw/r2EZ_8oYer4/s50-c-k-no/photo.jpg",
      "sessionId": "2a0a5e044bb03b66",
      "userId": "102167687554210253930"
     },
     "user_tz": 420
    },
    "id": "h7q0XhG3MJdf",
    "outputId": "92c391bb-86ff-431d-9ada-315568a19e59"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/A.pickle already present - Skipping pickling.\n",
      "notMNIST_large/B.pickle already present - Skipping pickling.\n",
      "notMNIST_large/C.pickle already present - Skipping pickling.\n",
      "notMNIST_large/D.pickle already present - Skipping pickling.\n",
      "notMNIST_large/E.pickle already present - Skipping pickling.\n",
      "notMNIST_large/F.pickle already present - Skipping pickling.\n",
      "notMNIST_large/G.pickle already present - Skipping pickling.\n",
      "notMNIST_large/H.pickle already present - Skipping pickling.\n",
      "notMNIST_large/I.pickle already present - Skipping pickling.\n",
      "notMNIST_large/J.pickle already present - Skipping pickling.\n",
      "notMNIST_small/A.pickle already present - Skipping pickling.\n",
      "notMNIST_small/B.pickle already present - Skipping pickling.\n",
      "notMNIST_small/C.pickle already present - Skipping pickling.\n",
      "notMNIST_small/D.pickle already present - Skipping pickling.\n",
      "notMNIST_small/E.pickle already present - Skipping pickling.\n",
      "notMNIST_small/F.pickle already present - Skipping pickling.\n",
      "notMNIST_small/G.pickle already present - Skipping pickling.\n",
      "notMNIST_small/H.pickle already present - Skipping pickling.\n",
      "notMNIST_small/I.pickle already present - Skipping pickling.\n",
      "notMNIST_small/J.pickle already present - Skipping pickling.\n"
     ]
    }
   ],
   "source": [
    "image_size = 28  # Pixel width and height.\n",
    "pixel_depth = 255.0  # Number of levels per pixel.\n",
    "\n",
    "def load_letter(folder, min_num_images):\n",
    "    \"\"\"Load the data for a single letter label.\"\"\"\n",
    "    image_files = os.listdir(folder)\n",
    "    dataset = np.ndarray(shape=(len(image_files), image_size, image_size),\n",
    "                         dtype=np.float32)\n",
    "    print(folder)\n",
    "    num_images = 0\n",
    "    for image in image_files:\n",
    "        image_file = os.path.join(folder, image)\n",
    "        try:\n",
    "            image_data = (ndimage.imread(image_file).astype(float) - \n",
    "                    pixel_depth / 2) / pixel_depth\n",
    "            if image_data.shape != (image_size, image_size):\n",
    "                raise Exception('Unexpected image shape: %s' % str(image_data.shape))\n",
    "            dataset[num_images, :, :] = image_data\n",
    "            num_images = num_images + 1\n",
    "        except IOError as e:\n",
    "            print('Could not read:', image_file, ':', e, '- it\\'s ok, skipping.')\n",
    "    \n",
    "    dataset = dataset[0:num_images, :, :]\n",
    "    if num_images < min_num_images:\n",
    "        raise Exception('Many fewer images than expected: %d < %d' %\n",
    "                    (num_images, min_num_images))\n",
    "    \n",
    "    print('Full dataset tensor:', dataset.shape)\n",
    "    print('Mean:', np.mean(dataset))\n",
    "    print('Standard deviation:', np.std(dataset))\n",
    "    return dataset\n",
    "        \n",
    "def maybe_pickle(data_folders, min_num_images_per_class, force=False):\n",
    "    dataset_names = []\n",
    "    for folder in data_folders:\n",
    "        set_filename = folder + '.pickle'\n",
    "        dataset_names.append(set_filename)\n",
    "        if os.path.exists(set_filename) and not force:\n",
    "            # You may override by setting force=True.\n",
    "            print('%s already present - Skipping pickling.' % set_filename)\n",
    "        else:\n",
    "            print('Pickling %s.' % set_filename)\n",
    "            dataset = load_letter(folder, min_num_images_per_class)\n",
    "            try:\n",
    "                with open(set_filename, 'wb') as f:\n",
    "                    pickle.dump(dataset, f, pickle.HIGHEST_PROTOCOL)\n",
    "            except Exception as e:\n",
    "                print('Unable to save data to', set_filename, ':', e)\n",
    "    return dataset_names\n",
    "\n",
    "train_datasets = maybe_pickle(train_folders, 45000)\n",
    "test_datasets = maybe_pickle(test_folders, 1800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 align=\"left\"> Display Sample Image </h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def ipython_display_samples(folders):\n",
    "    print (folders)\n",
    "    for i in folders:\n",
    "        sample = np.random.choice(os.listdir(i), 1)[0]\n",
    "        display(Image(os.path.join(i, sample)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['notMNIST_large/A', 'notMNIST_large/B', 'notMNIST_large/C', 'notMNIST_large/D', 'notMNIST_large/E', 'notMNIST_large/F', 'notMNIST_large/G', 'notMNIST_large/H', 'notMNIST_large/I', 'notMNIST_large/J']\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABmUlEQVR4nG2SMW+OURTHf/c+t9VF\nKAnCRGhikQibiYGIkurbrZ9Awmo28ElUIphE4gsYBIvEZGCQlHagYqjX89zzMzzv2/K2Z7v3f87v\n/M/JgT4aBlbVzhUy/0di7xerWv06S+o/x0k2v54SQI4jF3eUZs7XUG1doZkQSfn1iLu2f8TdBuR4\nhECOQ5fSZGnm2E9DbWMXbuZJtD13yy9AKqWUmamFftTqImWyFD5Z//WbgByn7pgwfzhxtzZgWj/9\nPdnnF+6p6sPj1Z47oBmNUtPlbth1w/ry8xsqoDe3Xc4NDcPNuXTLTg3Xx34Lt+20+q5w+IfRc1MD\nGYJ5AHnVTa+9sALBoo42s2Fo9QbT6YpVDdcOkICGZTsNN46S08xHq9o5SA0ZuK4QvF9NkX8/RkAW\nBRL7vlm19X6ZKdPlTI3Y8luYt2pEnOsne26nVpdSKXLNyCTiwWaS7Elyv4dnAXv6bU9EuD4LXIiR\n1rVt27bt+OUgZa6m6Js1pZRSyuhwZEHK292oGq4e5Oyf3SQ1XM7zU7HzIgDCpb+87F/rYwYuuAAA\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABB0lEQVR4nH3Ru0oEQRAF0FvVM8YG\n4isyMDISs80FExMFA1PBWKP1C1T8AX9ARDBR0HizxUBFhRUDXyz4YEVwAgXd7e5rKDjVU+mhuql7\nwb8JrGGJve/itrE+CVGghIEk+bM/DlUYwxiyhZOpaKKo097AzqCJAJD7idUkwmEujYKxNBJvafQ4\nyBIUQ97aNJCMUMmv5jvGs6JZpo9rtQctb7Jzc986v/gUjWWML+3Lxl1XNNjBR75ujcDB+DOGyKH6\n2WxwBqpzQj96tBgSd6oGt32dTMj5/pWqVqarWhmuaqWowtMq3E0hu+5wz6oMpKCvuWzFJ6KqxcbM\n+7/KCODLfzy1m8fPKvEXrCqNz5Ow7xUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA1UlEQVR4nLWSv0oCUBSHf+fcAylh\nLjZIg05KL9Aq+Qo+RgTtQeBzNDY0BI3O0ivUFoKEm62B4D3n19Ki3tvmN56P85eDBHTuV8y+S+bi\n5kx9OLarCybdA/3rU3u47bxO+m0X7ED7XgoY3DRRQsVc4YF06BiwBCTAy7nF6PFleRoAmnNpjz8Y\nfK45e5SnN2Gl7GA4Oq84gMFPq0nP3JzUeioQtUTFP4c41m0DqK5pGgKpvAneyXWjXFTE7i6nX4NW\n+TUh6M14QNBfuipJth9reOyB5fznFyzieJh1vzYSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABcUlEQVR4nHWTMWsUURRGz71vJoXK\nZlItIkLSrKAY9geILjZibEWwtExhoQhqwMIy+AsUkbSSQrCVQKKNlRDQaFSshKSJccwq6yTzPotV\nspE3tz2cW3zfvVa2AECAsbPxZmVlPZrXANbVsSft6P1LZUY+cfLc+cOD1wtPByEKIPBQlcoWBhjF\n3A/p/QWCAT7GnCqVBcFDyIIx/Um17uMAGbf0+58JntPZUKUHOJBxYxRCzlXt7WqWkIA4L7Wr7cnh\n5v/GWMD2iptJKJZ3gnPlaApG//IWqX0xBTE+QqSXhPABGacazG0wjjeYfTDGG+Aw9QZ4BOBnEooC\nxGaDeQKLrDWYHTBepaDHydOYf3+eDv7seB159jkd/DWU9edx2C9yOHm83KvhznqAjNujZVvO1FdV\nmsfBx7i3f2AhOJ13quPdYdOBR6Oneej6lrTaIxhkXdozBLxbZgqtzpmZYrD8eLEKUWAH3kG/vq0u\nvVjT33f4A7d5mVhZacdLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAApUlEQVR4nJ1SOw5CMQxzSAcYQJyE\nizCxsnOIdz5GBiTEQRBiAhoz8ZoUtRLPUywrPydgA8bzYoYOumIKzEpIZSW6OsQ8iJT9Q0cmtyfc\ngJmrXk9FyQStHsiPVGUS9FQCu7zlG+bl4RgzNyXMum6bYGo/PUP7ehWHVDm0u4+c6YSpDhmjmJE9\n/ePYoSysW9aLgq07NuQajfegDE1vQX01HwyETH/qD5IYZCzrFG8ZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABYklEQVR4nHWSvUpcURSFv33ONRrx\nBwXBVxAi2MwrCKZP2kC6PEKwMYUPkCptqjQWIUEbixRpFERiE0wnWAQnBBWdOH/37GVxZ8y9d8av\nOM1irXX2ZhsQJHu2vra6NDfDA6n18x0QmXj1rS1J8iGSXKcQaJzIlbq9XBWSW0wvPz5NGAFSzweh\n0wbI2PiapSjj+MuP3/96APjk4YIMWDxVrqTmC/v/GSaa6uV5zhv15bpsEGMMAzLeKyXt8FlJuTaZ\nLDmNqdefdt/Ocy53tVcJlLHiuZVcl3NYVcxCiJbNAHgHVUTlQC1tSMgMIBsruhelAkhnldT+xd6H\ntgk0jlzbxMc6YRY9dPYrSv/P/hYqOmVXa91yhN/eDSaSXH+f1FJjeRSrbShRElXbUEEYOoM9Kgof\nM1UmA8Jyp3U3Jrg4yeuri6Pno96Oe3GI+jVf+zLhwFT4uWmPxK7sNruS1PreGIm9BzW629duU9mw\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABFklEQVR4nKWSvy5EURDGf3PuXYVs\nIqLyp9iIaDf7AioRJV7DY3iAjUrJE+j3CYRSdESn0FhBQe458yl2z7XcG5H4yvnNzDkz8xEIu2fX\n40o/FTUsfeNkWwZyvhQMgHJz1HOZQUFD5VGv6oDs6e49x6waLMoAniUp6WIVqwsYKSpqWC4AeDh+\nKJVhES1nTTSGVLclkUiFZwh1IRAoCijLFiQu516Dd2+QJFXaaR2lGQLMANQOpUZl8K3T2SV+g0Z3\n/Q9vtrQVb/cOWFqbz0mNUSa7lRRa2+Yf/hvab7AV51GWZkxUHzu8TOoPl6OnrHxAO9+fGuz2o36g\nNlj/UTEmd2+4WoLBlVySxxlNMy14Z++gv9JtMQKfBwi1cVTN/eUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAACQ0lEQVR4nE2STUhUYRSGn/N9914d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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA00lEQVR4nO2TPWpCURCFz/w8G9HS\n9KIgWFho6QoshJQp3EFWmSJVBEGwEWwUREnAxkZ9c1I8jfeBC0jhaW7xzZ3TfCOt5RmiIkhDBpG9\nusAUIFNKqCKgUh3VXpr9bqX08zT/Wu0OnwAAsf6MSaYDvS4yd1MMDoyCBH/aUHOzW1OGzR2ucS3R\n4gkw7cxL8HGe8B9DQyKY4E8Cd9dUE/I4hoq5FxNiw8WdBfeTGgSA1N+yRrPX8VIZt7Pl5vsDbeYk\nI1I185xk8N2Ji0K0dA4KRrBy+QXB0H4U+5v+4gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABqUlEQVR4nGVSwU5TURScc8pTFAjB\nwCsb4wKj/oHRxARISuISomu/QRPYaPQXIKyNblzJlp1NrCaugYWJhoaWB1FqxdTaxva+e8ZFKc/e\nzupOJmdO5p4B4rVStd2qFB/HEEAw86RYabUPS6sxsFSlJ0nP6iJEsHjOKwUc03kzM+9YjoConPEj\n3UEO5r0hhz0HuL2M72Jys0kjaY2NCYhgfKNhJI3NzUkRxvNzeat9/VAXAhDOzN+M9WS/WBOo4gy9\nl0Z9PqICqAgAGgEAwonbN2ZR2//0WzAIwcVnSS/Kt+ejCPGa3qfOpd74JtSihJ3Um/n0r9WGbFfq\nNJI0/ng4tJRXHy1dm5LT5N2raihixBPReK7TMmggCogLlyL3x0M1HZpceHB3eqr762B7K5Fg7vJL\n9uB5uhzkwFM6572ZT7v8OaeDchM5GEhS0OiGSV50erbGz3fw31JRgdmt+/dmr3TrX7ZLzUxTDU00\nmxROL1yPcVL++F0I1f4JAQjG1htndVkfQ5h+i9Y/1dvwY6JKVsmDaFATFI76ZU4Koa0gv1ZK2q3D\n96v5c+0fpUgXP71SwDkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train folders\n",
    "ipython_display_samples(train_folders)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['notMNIST_small/A', 'notMNIST_small/B', 'notMNIST_small/C', 'notMNIST_small/D', 'notMNIST_small/E', 'notMNIST_small/F', 'notMNIST_small/G', 'notMNIST_small/H', 'notMNIST_small/I', 'notMNIST_small/J']\n"
     ]
    },
    {
     "data": {
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       "<IPython.core.display.Image object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAACFklEQVR4nF2RzYvOURiGr+c5Z7zy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\nb8iyTeXfXCePAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABsklEQVR4nH3Su2uTURjH8e/znDdB\nUElJQSzVeJsEsWDsIg5RqKLg4iYIXfwfnHRQECEugpNb7CY6OmiKFBcv4AWX6uKlqRcsFuutSd6c\n9+eQaGlJ/PFM58N5Duc5xwBwi4wcruzZWsy3lxqzM9MNnAwAgjNeW5CkLEqSFm8exLxrjNyIylL9\nTSeTbm8jGCSdytSWGHM2P/Ow8TVfKk/sJvXw5XQdAieaSlO9ObMRAyA59kRpM+oUzv5f6kRNDWEh\nCSGExAiXpGZtL6x/pjTqGpZ094ElgfP1MQzOqh1VN3dWYu6OO4W3imqVCayKewAmlXVUx+kTr5DB\nPawvlnHxrh+BlzD4PgA39F/vYud/uIAG42sEyQB8jGDzALyzHGB8UOO7SjU3vHYKHhzgiGKqC+RW\nG+COU1NL7aPkVsbrOSav78Qwis/V1tJxLAlmYCFxTi7rx6194Ox4pVaM1SGMbhWqMS7rQxlwRh+o\nk+rzlUOb8ljxwOWPaqd6NNo7PTn3U5mkhdmnLz5JyvT74rreG5uzvfr+37fNNH91F+6965lnKlQm\nxkrD+fa3uZfT9xcJmfgD847MpZY1ij0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABoUlEQVR4nHXSTUhUYRTG8f85545y\nc3IsaYaiEKpNteoDIQgjq0Vggn0xIAQV0ib6gCiiXauioGhlmzYRYUULF2YUrRo3Bn2Iq4lIhMQK\nrG56Vea+b4tBCLr32R1+8GyeIz3HyrffNdeK1yZfjv1iZamYfzb4B0uo58T4Vhh63Vq/iqc/V8+v\nwgCwgAcV2+j3kjMzE2h5PvSwvKTWeZQNyTZRACQgfHJo9BwBBHgXFUDxAoCvWXyn78DE/D1LFED4\nN4lVdO3h/i2JKimRgd7h0ccBaej8SKtc3dzl0tDLzI81r6aupNcq021+sH19KsLP5bzx+zMwChmT\nnRkYh8z4UgYu5JiPsjBQ1BYysDmmselrBjYtss5PZGBLLDvkRQbmv/nuqJKKzgrVUsfA7zQUv1qj\nM3YjdRWV9o+Nl+5/stRav+fp3emz6oL/yZKO6r5T22fVK6IqLLpwqSRIlh3h1u4P6lD1rmtSv091\nJ07NVKiF/Zs6eyrmAOTydeBk3JsDYEX57fjxhvrbysGLu27OWpK7kH8/8mWu0NCWfzQ8hzqAv33H\nhpMw5SO3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABTklEQVR4nJ2SsU5WQRSEv9k99xdI\nDPbGwpD8BQmdwYaHsOYhrHgDH8OCd/hrY2diKx2gsTRBAppAUO7ujsW9xnuJUniqPefMzMlkh7eu\n/msVrxL31L3LaK0hjV2bU2I9Tci/nx7QcfLIevJw7E57ADYfT7RfuNoufj3Kb75zcfEqSVnHCDAf\n3ElS9/09Bghjd6PCQgZsxWA1gAEGkFIDcFZH0MXU122tA/bbWR81zgWp7RxZYH36vHCNN6/y2kaD\n9HPCFFtbABfo+nrwOZWtDUpcQcoAni1zho41aO0u07q8CEp8oe7tN6EzILHjZrv3gTYWiweReWnb\n/jqTLf7RgOCm1Gydz5aJbDCkULYiBhPjVWwmgxBS/eNVgBgHYSrPsEDsqgfoeT5CD3dbero+fvZJ\nGfwuBdbHWG5PjiyZVdy0lv4ZsJQm8bwT1P8P9S8gDZ+0ltseqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABK0lEQVR4nH2SvU4CURCFv1kvLgQF\ndrHR2PkcPo6tnaUxsbCysbGz83VMfAkNySKoAY3sZY8F7LI/hFPec+ecOTMD5o6/lamCTKPYGQ75\nsWggmwDOuldx2CR7D8n9Hwy0Hb8dgmg49Vtk5SfDgSVBZICWJcYBZNO5banKsXDCQDZ6tEKxe9mR\ngRZIkpZ6KVXsf6xyz1xu42q+hTcgbwrveoAF7S5rj7XsK0avlrSQBVg8R0DrvLWXN1dU5ugk+Rpm\nQSNd2mwITOFNX6b2AZvIm4YOf2oNlWU19qn3vilrzuSck5U+F6T38JnVJyQMjJNrU9ivUNLulY1L\nyy6Pi2w6JzqbpLXDlKQsfTsd7DwwZ/42vgirEZDNn5LVW+urefHvAAHmjqplAASxM/4BfSsNgaPH\nS9sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAACUUlEQVR4nDWSS0iUYRiFn+/7Zkal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\nJaH/ZMsggpZQUr4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAB5ElEQVR4nDWRX05TQRSHvzl3ANEI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\npFgcF48x/gO5+ufJtpLnMgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABbklEQVR4nG2RP0uVYRiHf/f9nFcS\nz9EGCRrMwKWWSFpK0CH6Bi4aNCpELS19gaAv0QeIoEGIoqHIP+ii4BDUGDRZCDqkHjjPe18Ndeqc\n9/HeHi6u33P/MUmSYc+WTsYuddSvXz/O+Np/mKsan350ChB8fzAz0VKzXlED+Y5Mkg0SU7VPEGyl\n5GbDmulWBjIP/0o+AF3LCZHyphqaZKZ9anq8GS1N5+6MTOjjWYsC6l4nW1SHO6JI1fg6mR4f5KaG\n6bo5jyvpk5wmRHOeDTt+rbpM7exSE2yXc8h0g4Dg8X840O2iJFm8LTzJ9Jkg8+5CaTq3r0oKrXUT\nTZi02A6L6mjvvNDWFpkeazbQrPfFhVm5TNtUNKE0N9azSAfvz9vAxAaZmnWl4kvXLBHAk6Hr982n\nZKA7VezO3KovBMFGGoJuEmL1uiT0rW7eObWvrBwRAIf3p9rVv1vLXl6rRyYvn2Zh5iPp53H34ovn\n9sf/DbSBqh0k7mwtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAAzklEQVR4nO3RIU4DURSF4f/cmXSa\nClQFAsMaAIeuYUtIkm6AlaBBkFSgSDUeCclgypS+dxAzCW3yOivgqpd8Ofee5EFhxMXqs329KRnB\ns1P2exHFm5NTjqIO+RFEYzia/EeAWgHZR5AEUlnr6dVZ+/JxRB+883p+eLv/bBvntPUlVQnrHKWV\n6m9G/67wH8SPh7YAFSnt5fJQobYIlvdtt9mRCWIymzWLcwIsZzSc2BuDiXgKJA462ZZEPOr09vqk\nmU4aqV9gbHfd9/ZrdfcLWTVSGyxjs0UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# test folders\n",
    "ipython_display_samples(test_folders)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vUdbskYE2d87"
   },
   "source": [
    "---\n",
    "Problem 2\n",
    "---------\n",
    "\n",
    "Let's verify that the data still looks good. Displaying a sample of the labels and images from the ndarray. Hint: you can use matplotlib.pyplot.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def matplotlib_pyplot_samples(pkls):\n",
    "    \n",
    "    for idx, pkl in enumerate(pkls):\n",
    "        with open(pkl, 'r') as f:\n",
    "            dataset = pickle.load(f)\n",
    "    \n",
    "        sample = np.random.choice(len(dataset), 5)\n",
    "        plt.figure(idx+1)\n",
    "        \n",
    "        for i, k in enumerate(sample):\n",
    "            plt.subplot(1,5,i+1)\n",
    "            plt.imshow(dataset[k])       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DR4DZgTP8+7/9LV5/9xPEUlVrLS7RyCXlOS4rz7BM/dpdrCVizWFkQHwU5t+E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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113230f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Sie23xMvyoZATXAPfWgelB4soroxTOPQiRT1prmxdxcCBr5AYiRP+U41rp/3kRNFFTg0N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\n1ekxapPvUbcuQm1VmMlIDR1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kp+nfXsv0zn9JUeFP+LhjnPqeOOZZUOMGPlkQ3VnMW5sP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\nexAF4V1AAQUUcA+iILwLKKCAAu5B/H9aN/xqVgGX6QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107348d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ysQm3O8AOcRV7NkAoCsnMUkvr7XSvPOCRoE2CQnYrrwf3cS7aRnih7IhaKyc1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\n7xJKKKGEtyBKwruEEkoo4S2I/wd2JaY2n6sHewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113ba7b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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J85QP3TUVp/ZyNzWRWtyp1mKJi+HEMiFlYqQgHPERxkfxaeQDuFGx/VVAI52+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\nkHC5Sbk89N+1ixM/9RNMvhwn893TcKU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45iE7gQ+4Gf3QfsYf2cssboL4aCBBA3m6iZC9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\nyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113394a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OHLK3IDtTWVL6rg4CQRfsyxEShQ7c4SgUdKfTgtJ/RTV0J9VdMADFKSheY/iYxQuff5gW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1138b2ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0KQSmlZxqdawYTQj3WVbywdmRqFSDzNg6cTHY5z5zsqwnYKcZtLJYVnUxhnx4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\nwGEj/FdUiQMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1144b4d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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S5tGPvgt/dLe4EiFVBdwmksek4rCXxi/UsfPlSxx74Vu4RqYZL/DiLjyFE6YEeY+K5ZGp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\nwbpuIeITSD130/T4e+DEaUUuzlcjC8Y11tjBGu2w0gwhD1OZFi6ag3S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      "text/plain": [
       "<matplotlib.figure.Figure at 0x115085ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Lfg4DHwVeq8FsASr63/Z8VnuSt5Ty+frm6F58AfhY/fP/iwq6vOXkrR59y7Ro\n00anv3diHtDXNgcLSUwkosPo6CNss/9A+3KJSsRojcBZi8SYSzImWPGLhlZAM/16rbalCqQqkK3a\nGP0FwqKAFbHrk7z32mG5m5PvCM2GHqADmZSNME7IxA77yPkTpI0kJVEEso0dbmY3MF/cIHH7MIdu\nHyMeyDHOLEOkSLJKj79It98iGnAJhutx8TY4Pqj0QtGC5RAsB2FZBFgWQSoEqdZfFUJYToCaFcSt\nGqrnZUFWwKr6sSw/eTsGOARwsLBYN6pEk2tEbsuQT4O7Cno7i3Nh6NWhag0uuMn+o6f0AgjgR3LY\nmOFulrk6fYjSd85B1qpPw5sjPnbPy0+EIqMsc9Kd5kT1BmtrPeTzNrPZMKS9tvO97N2N/to9nKXv\noesEe4JcnztFLtyFZV/w3P9mZSI2303hMNy9yO2HsnQnljCE28QgXmyEupgYHGXWOMZGOM7+4WGO\nmA+OhqmFoqwXfaxlG/Teul6zPBQkc3eIYjqIG9ADrHfXld2xX5v3gJRyGUBKmRJCbNmg4Gahm5SL\ngcRP894m3pVdnZCUfoR6SqQpwY+L0bZ7Yhe0LRcxHMb3hUOEz1XpmTTpfy5D1+Xa5hiul3N4dWj9\nnkPN7NeCZWJ9y/QbIdaCJYo7NtNbhdbm1xo3va2NsG2ZFI0odtCPEzEp+GJk6KXCMlCfzEpYnIFc\nAdIXp4j2FDHMGlnyVCiTokJvzWaoJBm0oV8oczYxME5AoAeMXhCDEBsQhH0J/L4kK3VjiLJoD7JW\n6Gc9l8RaCSotfAmlwetQ+oIDlDEoECNDr2+FH7rrJX7oYy/hPgdLzyknM6AcGes0wqg7lMn20GF6\nBhDHIEYXV+l3l4gW34F0L1hrtOd40wULABFiFDjGLMd6btB1b541vx++fQUuBCG15rl3+3t+jPum\neCQySWr+DG88cz+rL7rU1gP1fzfbzC3hFD82J7jOE6yyziS5Xcq4yAjv8ilmGWeBCmqkrtIgz3bX\nDnhCLeMW3OYqa+ociOlG9Fhrr8z09TBxcoiVN5PYPr08T7/v7Qu4VQ7L99g75tW69ff9EFSrBo/n\n83tiZthRLv5ug677gyTOSMxXbKxnS8h8c3y3EQUzArWoDyvip2TEKBCnmgvgpA0ylUGsdB6/WMao\nlPe6ZZvYSRZym//2+r4tdixg3uzCCvuxXZO8L06GXqx6eJ3OtWKBXYSNNUmh7GLXgqRrQZDKqJTA\nZhiH4aDzKm+DAAAgAElEQVTDcNylu8+FEblpWpKD4IyCPSLI+IbI+QbJiBGWGWaRUeYZY2VjiLXM\nEFURUn25iCLgTR+hw6ZBnDRRc4FHT1xn6FMGk4su7gsgveSdq19i77gAaB8PzQVDQrQbkjHccFzR\naXUNChM0iGA3kvU45sJ+6E4SHC4xEMoxEF0hcKKKs24hMytwZc5TzL1ITateStEaNue4PzDFxbTB\nyy/cTuFt6gtXdnUKdiCTRlifKR1Gi4vcu3qZq6Us+XpZvS5AnXGZMIsMsxg5RPlwFnGuhD7bWEpo\nhxMEcjOZlBA9LUmem+OQmSIRV0fhaLNnK5ajA+QHb2cu3kPN0Mrp3htSaeyXvJeFEINSymUhxBBK\nJ9kFz9Do2Hp5/O5oTLxcRNPeJnpDqO3CwvaCdyWWd5+UGgK3w21oplAOywKqfkAHchGLX8f/1b8m\n01flxalFwhuwbil+GK6/QocgfAYyp2Osnu7h7eAdXOFe0i8PUP16mNKkpPAHFUpimcoNb7icd1PS\nTqDl4zVLQWOa3Lp4oHV6N4VaVVPEs3y5bZl8/dffYjZXJl9LMPW5Lg7d34ef8OahrVLAoVNw8l54\nauF+3pj8IXJrCUWsVgFkliAbRCgStUtECxUCtqU05QVXFS0GMgpuVFAywhSNKCUiFDEpUKDAHGUr\ng12ZhpJPWcb0q0g9JEhrqzWgDCKHnahQOWRiJwDRkMmlVfjmC5Ar2dRqb3QsE4VnPZ+PsrkUPOSH\n44PYd42yMDzHJTZYoa/+jLSbbieC9NpqazDaBY8ch0dNGIzimgIraFAN+XF8IdRSQX266l4GRm1S\niQARwizQzyqJ8gRm+gKsXgfrO3WBbq6uvAmZnKy/JMKRxOcLDL+6yvxCBeHKpohtb8R/D1l6eIu+\nESh/8RT5+85imC5CSBzHQLp7K4iG6WL6HKQUOLbJ0dginx97khMLb5LxvbvpA9FuSC+/zHCENI9x\njSpVsqgtN/Qgube9vV3ybr3v14H/BvjXwM+gwgx2wRN0ujxe00QoVGY4ukzNXwWxBqKg8tp0xnRq\n8zbqNXFB2iCDDNcyhApl7GonQ8FRVFzZDVT9noMO5BLrf5TTnwwyfnQD87dcXrZzBHwQCUB/zSVg\nO0QSNWJjNQrn+pH3DZGN3MZ1HmMhe4hyNIYzswhLF1DspbEf0va6Rr3krRuvdydFUJPAgIqp9Ym6\nVimBM6idoyZRy5c7k8nt//MXWUt9gmplhMDQ62RKrxAnTBeNoaPvCNz2UXj27XEmsp9gpThQb1pZ\nkNqukQNnA8pFKFcg63XYtc4UvKjWXxn2bleNqbIUFtWYS2EwTDVWRYrGBmG3m/B3huGbM34Ggk+w\nVHylI5koPO65Z+PIXBE0CJwMEby/m+Xe47yZr7BsVWkY3XZTR7RTUQ34voEAgY8kCDzYR7Gvj7SR\nxBewWQ4mKRsxms2Ue+2fX08XCEFwEDM8TUA4+KppxPq7UImjVr1fZz/tZKtMdGSLQDg+InM1ei/k\niMyrcdRrOPIuK4qV1+lLvUNwNMjUoTGyo2FM08EwJI5t4rRB3qbp4PfbuFJg13wcsdb5SOU5TuZe\n5kJVsYOWWKuXbqk8zNuZe8kUF6m5RVSM47l66grNA9RWtBMq+J/rkuoTQswCvwr8GvAnQoifQx0j\n83f3rGWH0GcWjhye4acfeBJ3OAiBAhh1R4yE/ZkIRJ2rJLgBsGIYixX8r8ySmWC7Xc52wFdRVS8B\nv6F/bFsupSWY/KrLarIX39wP4hv+Ecwo+IIuPUsFulMF/LMpAtYShckQheeizPkMVrhOdXIFdzmA\n0vrz3JyD0hvb4p2NQLPmrc0mQWBMvRIB6PXDhgMZB+xfAS6iNKrf7Fgm62Y3dtRABh0KgQiZUg8B\nQs2BNPp8PHcRVr4L2e66MqjtGzq0UB8l7d2OuNXnr7+3xtW2apay5Tdv/EINiUORLpYZpEAG6dml\n8jeX4No8rNlVUuX/p2OZNMNL3i6BUJUjp6YYvK9CwYrxypsfYXl5AjV4dhZlkghnOTp8keSQxdXQ\naVIM4GKwSIB5wjR6htbWd1rwo+lJwnAvHDtF9lieieACC5hY+IE/QUUDlthPO2nAu8+MALrAjsNM\nVH2dA5xmjdu7N6k1WWL9Dxaxv2Vz1EkTl70IIRECpCuQsg2ziSExDBcpQboGg84y884sxVVYnWx4\nCCRb1dfKdIT1Z/ooXc0p53gHuz5Ce9Em/9UOf32yrTvsExVU3MKJ/iXuvneJvtOoSJ7WYJH9QCuZ\n9ZNtV6/CG5NwY6KTTVV/jOZDD/4X6hvItyWX8opk7ikJwS7ovx+Sp5XSGnGhsKacQ0vXYGkC3vAu\ncZ6vf9Zk6rXh70coXvJ21KDmEwifxAw4+M0afreGz3Wg5oNaCNeN4rijuJEQMhlGujVYt7AD/xt2\n8ArSXYdKDZzOZJL1dWNHBbgOxUCEjOylu/VQW31QeW0ZVt+GjWib9dSy8i7X0B4G72Qatjr5Wr8b\nqEHMrP9rkaeLZYYoUEN6ZkL/OAIfHYS/qTzKry3/fV4t/XxHMtmKhtM9GKhyeHyKY7et8spLD3Px\ntdtgKUd75O1tKwaJUJ5T/VdJJCPMcpiL7h0UalGyVYuUM41SpbwnSW0HbzSXgzkcw/fAEBvjx7kq\nUszZearSQPGy3gCiCvzqPmTi9VXV47NFF7gxagsxKhmwSyrqpxH80DxnsOcq5OcqCFY4wiVaQ+r2\nA4naHSHl+U1r+965rA+wp0MUnu2mOhGBqleJaI/Av+dWWOrH4aIe6+IsuE9C5BUayk5nMX2738SG\n0iqk5honoLx/6xNd5X3LXYVauu4Uc2GtzGaM2qaW590s1hv+1f7D3rEMm6fjhiDWDSNDhMcNRs7M\nc3hohrMbk4xnZmHSwJ3ykclcJJPpZyPnZ0P6cIsOruOweHacqYfPUlqtwEtTzS24DWwYcYygS8it\nUDFCZGUvFekhb4nikAkgbaj4v6YmvJccvDMI72lKO2naO31vHvAkkjxdLDLCBuu4HnJzKmBlwK4F\nkbXutuSwM7w0JAlgMc4yd1k1pq/2wTPdMJX3pN0rysRCL+cOUqaXNEny+LCx835Ss6OsXDIpZ1dQ\nG2PvtWOllovyuwyMpRj9yBv4+n28PnM/K/MpytYsjX38b0VHrs86hQ8CAzj+IeZkD68UYd5udlLq\nl75KH4u823KjTqAHB+0Z8LY2TzwKXfqVshGyChkbarp07Wvf+11h+avAP6ThVPjnUspvtlnH3e9H\noztVgeU5WJmvV94r4Zt95p58JMpTLGnoZXtPNrddYdmhXCQ4Rchfg/x2FdJjdVMMCo3lOvs7X68J\nQq0dFvgx3QAi1oc7fobYQ37GP1vhgXM3+Gxqko9MX4C/AduGaRtmMrCUh1S+XgoBv5s/QflPshDp\ng/5/CqnOZJITCUy/Q5gyZTdMxu1pJm9okPeKUY/e0E14L7KCvW217UI/A9VSJJINYiwSwGUe6YmE\n+ncl+G9LEOFlkuKfATfTfzR5qwYcEDaHmed2K8UL7x6B50ZprD1oZyBzUZu3dBMwJN0U6KeCicN6\nvpfC1Tirl2KQidAs373IW/0/MJrijoczTGbu5NWLD1GYn4JqGrWQ8mb7jr5fnRoNH4T7scPHmM93\n81pZkahWxrwtQ6tDQZRLNejJab/Q+euZuzY+es0lOk0XMCogvmxjLFc8KdvxJzSw3xWWAL8hpfyN\nbdLfFLyeWR+QjMFYL0S1yWS/1oFWeBTYQhnmM7BWaG6iuz/MbVdYQtty0XfyanEa3iga7/TXq3m3\nTvXbRYtd8kwfxoOjnKyleeTKG8Q2XmJ28Tmqf2MwnFrE1z/PdGERJwtMgzsLuXUV/WYCh4BoBKJR\nePf4cb71mZ9n+Te+1Oosb0sm+Xw3iVCWsKhQKUaoZmLYlUBzogIq7jonwdUyaCWTnYjrVs6nGi1F\nIsjTRQo/YboIIzaf5sPAzwn4FQk1I+j1J++z/7ggouA/hBvyUfQVWKdEhRJq9WORxkHDOzmvPbON\nRBcMHsUeT1CKrFBjhRAVYrkMvreW4ZUKrHi3Sd2tAzabaoZIcS9p5IyPi0+PUHgjC0Ub1XceBP6s\nNa8OZOJ1sgvlCzkLHAPnLbAuqVJ4LfReI1jdYopLYyuqmyFv3eJaD0v0ltIFDAG9PXCsG/rWVxDZ\niyD1ecteir8FmvcOKyzh1sw0tt6PhgZsAoNdcPdhGOyhEel+q2ze9ZnjcgZqFqwXOnHxHGGHE547\nkIu3tt5jj1pDI/frjNwO3spLxOk+jJ8+z6nia/zMn7/F4Kuv8fy8wfQV8L3gYgiXaeky4+kBete8\nIyjyHgnDcBJmRwd5yUm0ribUN90ThXyCAXOFiFlkdWOY0loUp+yRi0SJfAnYkODq7qK1Ua8P4r02\nfDWei4ugQBcpuknSRRCxGa07BlhSnbdjmU3kvc/+I8EIQuAUbmiAgjlFlhnUbvCzqE4SROmA25G3\nd27rQCIOJ4/hjCcoR25QI0uYMrFcBv9by3DBArfSuPee2nzjnMwhUtzDm6zORAl86wzMVMFxUOHC\n69tl0KFMPFbkIHAW5EfU/vfVS83HlHsl4W01eknOrUKrdFqGGIShyPv4OPROr2DkLoGjZ3LtR+PB\nzdm8f0kI8dPAq8A/vdUbU4VR6ypWi2P86eIZ7PUQmHkQetkvdG4z84yvQoIMgBPHVyoTLl6hnwXW\n2bL9bqfoUC5eO5fGfrXqdtBMbqcr13lodYrb199lY3GB4moNpwxddrOd0DtZ1jTZFYXhGKTuOc3L\nD9zGi/ZJ8hfnoFwF2STFtmRirrjEggW6QjkCGxasBpEtO7K5eagtgpMLgBNFkVWF956sd4LWvGMs\nMUSQLvowNjusPsDcEVBLiMZeUR21k+YQQaPbJfBoBfOjNtfPnaSMw9yWyJqdoJ21qo2FhsvEHl2h\n694i1e4g63RTI0BJGthOGpwSiuL0CTO7KRKaFkdAjFATVUpMYblVZG1OCQGbXeiyQ5k0aNHnr9E7\nvET/aYfevrXNmnrntLpX9XXBaBJCYwL7mED2CoRalYMUomnW7TW1tH73XmMUJL5Vl/wCLNyA3Fqj\ndE1LA00wjoLxGAijBvNlcEI0Rz3dOrPJdvj3wP8qpZRCiP8dFSv3D/aZ17aIojaSfLNwmK+Xf4Bp\n0QNins3QOKmnGJ1opXUxCi2kOMgxjso1vuAUOM8CFjdF3vuQiybvVt3gvULzgHeucJWfW3iNaHqJ\nt2fLrC3Xdy2keRbiNdTo7p+IwfAQvPrQWf7wJ3+CK88KNv78EpSqUN6UYtsy8a3YdPXnSfhzBHNV\nWA3Sery4mwfbAtfyg6tP+m7nIOv3Dg2zyTB9dOEiNolD73XlCrB70OTdYTsRNLaHkBi9DpHP5PH9\nvSrXwie4lhsmw1VUlMle0CVTfpPwcImBR5eI3+VQDQbq5O2ngEONVRoGMj+727ths22JUTAepipW\n2eA1ytRwmUO1Km0F3oJ99J2GzdvnrzE0uMjxk6v09qabaqqJVw9tyQTcfRx6HhFUP21inxAYdaeX\nNASu2FsXN1yJIV2kUOl9S5LQVcnSy5LShiLvbZe8mahw7seBBQde0E5jPcO8tTbvLZBSpj1ffwf4\nxu5XPENjpDxMuyssfYDtBlh346ySoLFJRCPWdV/kvakhxIAEvdRwCDTtPLY3pmhdYdmZXJ71fB6v\nvzSE59076WrVhXWdoDNnXEOPmF+K89cvHCPSM8r8R0KEj65z7q3rxOfTLKMk3qq5aCxX4NI62BcX\nOBt7kcWnbeYnb4AsgfyOukMHMin+9v/B5OgMoVCJalJC8TNbyLtiK3N32YniykGUfabIB03e5WIU\n0knKxQhIsfnUrgOXgJKsYpd/W6XfV//Rbf4wEfMoZ7quMuhPM/HaaWZeHaR6Za6edi+nl3cYhi7f\nBkejkyQjBgEsim6UlDPEUs0hL1dpHMy3W8/QFKU0c/MOMO+RLD84ysuhjzBBtb4vpLZCXwcu412J\n27lMvk1jQDtEiGFO+q7xkeA6FXN2y95AXofkbO9RsrffhdEdoPZWGvdSAVGPXJBC0EZ4tzId1k95\ncIXADMfxJwawR3PkI29isLAZjOqNE3OEINWd5OKRJKnuflxD38xAeeInuNXk3WTPF0IMSSl1INiP\noNrnLniCTldYNt/aO/Gg5XMnFiuvvVfDGyfdCY7SusKyM7k83kY5ddl0E2hdZqD/87pL9oKegqs8\nLs+PsJg9RNfHYnT9TA93lm7Qly8yspgm5zb2E/cOlXr4nCnAYhmS336HT16Ywyz9MKnaL7LENeCH\ngW91JJPuT/4yd3/s2/Ql0/zNs3eT+Q5byduBdRfKMoZkBDUTW6GxqvADgCuoFiLUUn1UCxGkh7yP\noVSEd3xBovf/PPm5L++j/3ychsOnSowCdzDFqVyA9af6eeePTyBXgrow7O65aW5DcTY4zgo9+CkQ\nY94d41rtFPM1KDpvo8h7L+hzRNUO9L4HLYK/WGBhZIhvRx5njXnKesUMJmopexylAD1O531Hy0RH\nMZQJkuUMV/kY73KVDBOelN7eBHCl7yyX7vhZMuUo8huvIq8ustVA0g4a14gHjiJ+/F6GkrPcHspx\niIWm7fQ23ZHCZD42wsbAbczHenGEpnajLpcxGs/uuV3vvt8Vlk8IIe6q32Ua+Ecd1HgfaLVtyx1+\nbzev7b53ms+2Kyx/fX9y8eoG3ijzVlL22sJ1c3A8adu9V2OwKlb7KFqHObFY4fTkHKdqM7jFAmnZ\ncOZ4LXHeu1QcKDowEisyPl7k6Te/wYrzFRSh/k86WdsyEXmJv1YjYFsYBVetUvcseZX1rzkJZRHG\nNXpBSnC9us0HAClwcybuvB933dzsewL4I5Qxo2gXKDz1g/qKDtuJbgMGEMePST9TjNo5IisTuFO9\nYOs5kk67HXl751DqaDI/GaJcJ14fJX1rDsXLMfIv+nDSAU96XY7toNutwlj3HCeOVllbGWbptTE2\n3rKwy0s0ZgR/iCLuphWW+5SJap1mzaF7YYORy8sspBsDue4xXsNksRJlYW2M1HocphdgSu/QqPNt\npy/p2YYqR/KEj/HQMsPGPGF/aVMqrS3SwWRKjrMuH2NKFnA2jbSdt939rrD8vY7vtG9sZyrwutA6\nNZtsl/9+ojm2XWH5X3eej9aEtXZt0tj0SOftPdGjtWG1H1rUuJ8eIASIHhCnOTR/hb/zje9wxHmF\nqfksU1LpstvtS9c6fwmdhd4vwi/cdpJ/8+c/xrXFKGqd2a90JBOj4OKza/idGkbBUWuUWpa8VlFW\n2LIZQvq6VSREzaxX3zsbex8dmBJlX5qtF85z659AyfHyA1/g+R/9Eov/7IF9tBOXxratSQzihHmb\nLrlKwH6nviKkTLNJsBXe5+6iznq7F8EMJvMEKBCjQHihgvgrE+e5AHLOc0JMB460E+I6nxMXeOnt\njzP5h6cpXe7CLXhnjj9Os2nnX+xDJtpXpPRaoyoJTdSIxSsE5tzNFDqVjvmWoJSCi0DRgLyO9m44\nhNubweqoHhWzMupf5jNdbzBWnWTdt9AUbOVVuRxMbljHeav4BHnrHWx5ubNqe/A9t8Jye2ynee+n\ng26nZbcODO8nvGNza0yHgdKOEpjjNuZxm1FjkfHqLOFKGcqwFuhlJnGYTDmMfb2Am6568t1NS/Lc\nV/pAhIlWbA6vLjLkLDJRaeyAup0+0FrKYgkW01Dqsuh+ZIPuG1C8YW85eHVPaeQlfssm4NQw83XN\nu9VsgipbOWTidgWh4oMNUY9k+IA0bxe1O+xi/X0bXcCIOgRGdjjMcE/Un2fIBwN91E77yHQfIsU6\nRWmDm6Y5MG47NDsqGQjDoSTO2QLVaAybdUwc/IUNxI1F5PUwlLzx3bBzm9IKRhCI0scCZ8S7XE8f\nxrk4jz2/DpZ33cKt6m/aDBNBVl3c634cy0HON0rrNfWpHcuhK+viu2qBVavvza4NgdC+QuidAbt0\nW1nOrV9hxJrmSm2DVZp79Obw5wjyCwkWXzuEXFhQnuzN0nYmk3bMJmOoBTqD9fv/jpTy//7+Pscy\nB/wxjRML93s2oSYc7+ROa0gmyrl7Dv/9VUJ/v8D9vhV+LHOR4XQKluGNxJ187cydvLU0ROEPprHS\nVbau59oLNXCL4C9Dt6taWXr3K3TOmg6Wr8DcMvz7wiUyxgRWzYcR7FwmIi/x1WyleW9sNZuA4vJ1\noBwDOVT/UuKD9FcqYRRRk40CTWLPoSqfeeXbVKbe2vy9s7ZS7+CJANzTR+XRXm6MnMfCJL0ZT+Fd\n3bidMHSbQv1/AvhBsB4KsNEbJ0GUMGUMOwulS1AKqYDpbTfuasVmHAeQJMwEPawTsW5g5L8LFRdc\nrYu6dal8jUb/2Y9M9NzPBHqQVheVySj5FFj5xp28c4YuYAhYzNkErpfBDSrNgwqNvtca+bVbnfUi\n+BrhfJ6ByVX6axmmCrUmg6deDy1RX+S7JvKv/HDVrK+H8Bom20c7mrcN/BMp5ZtCiBjwmhDiKeBn\n+b49x9IAPgObZ75v7hbXwTl8deIWfjC78IX99I6s0ZPMEM1Wia7XKOUjlAsRDFnF5xY44s4w7s4y\n5C7jSiiGerh/YAYcuBIqt2wl0hqZugP0+OFHqSVamdnlSt0w40IduF4NBshF/Txy713kfvRnuPEm\nvPvrv9KxTEROYtYcTMfGKLqQA6PavBeZji2pxkCO1Mu+Qt288n5p3i2zNYki7TSIApiy2Un1acD+\n1P1c/uWf4OXH/xFCiDN01H+U8SoQs4mfLdB7PsqKGGN9zs9qfoVtjp7bBs3GrshAgfi9CyTOrGNF\n/eRIUCVIXgrsWkZtQrbp5tuNzDx29p44dB+m0jvIuuih7NSQ1mI9jll48tL9Zwhl0PhX+5BJ/Vkb\nPgj04Zg+ssUuFtfV5MeTYhPRoFpQ1m+XCeSWwbFQI782UWry3kvz9nqC6qGK65LoOxWidgVffbjx\nErhEda+wA+E5W216s2jXRds6zLSHdmzeKepbDEkpC0KIKyjWel/OsfzeRBds7nYXRGkca9CRTOoa\njRGC0ClCw33c/vmXuOej1zj2xixH3lxg/tobzE90s3HBoZCpERZLXK3mmK5CrQyB8Tk+XvkGY5XD\nlLJHSJHE26DaWo5q+MEXBX8YTLPRhj1X7XT1sAFnfZB7IEbvjwyQW7mHS396jtRVG9xh6ip82zIR\nGxLDcjBdB1GRiAL4LDXd1UtQdNeyYyCHUaTto6W+7weJe7QlKdSIkgazCAHZoCm9d8YqZYYjmlY6\n7T9q+IqG85wdv0TyUIqZqaPcuHSe/NKbqCnKXlEmzUiGVjjb9xrJhIvps8nSg0WABWzK5Gkcs6aH\noe3g+d8QcLQb7jrKyvGzvG0uMk8Qe/NZaJONDtGN1X/f3P6gQ5nUn7XPD4l+auEYS9kuruQaaze9\ncVUCiMZheAR6i+v4F69DqZ/6kT507jMCJaO6zXwtAm/UndUtY6mepfYDCVfyWqYIlTUoFZXDfdMy\n35nvrSObtxBiHLUxwcvA4Ht9juWHA1k82+e1LxPTD6EIZiBBzIRBf46jiTRnB+c42TPF8cgU3X41\nTGRmIDujGuIK4EuAbxB68lVCl9aIFqP4M0MdlNlDbgkDhgJUewKsOYJgASx7a1T5dogIdU6keSRC\n6eNJ5NM9rL0eYf3dGzS2ru1AJkUbw3YwXBcsiagoIgzRaN6b7rMYMIKagW+24uaoh/cWHulIlAK3\nCoESxOoC03tnSCBMmfDiZgDbvvpP1F/iZN8yQ/ElZucGSL0yBClvRMhu5g1tmjOAEN3+EidiGaJh\nP0WiZCp9LBcGWVqzKFszNPTX3aDpERCS6BGH6GMWhcEB3szcy1xhg5pssSNtweYy+Q5lUh84gj4Y\n68JJ9rB+LcRirlHL1s2mgr2QOA2xtTJmNlWPgtTU3q7vy6skuCBCYAxgFVfITQWIuGAVG6l1joaA\n3jCMBSSJSg5W56gv36LZp3ALNe/NIiuTyVeBX65r4K13+SA8fh8wqigT3Q+ggsK2yGBnmYSiMHqG\nSMTP6ZXnObH0Kr1/uUDuzRTXlnMsLUM+C3m3sXGpjqbtPwOjPyRYdkb4+ov/f3tnHiTHdd/3z+u5\nj92d2Xuxi11cBECAAEhcpEiKlGRJpC1ZYqkUlx3JslIlKqnYiUtRKpbjSlxK/rGdqpQdq1yxFTmW\nVWUrdpUUS1Z0UeIhSCRIggsuSIDYxWLvc2b2mHump/vljze90zM7M5hZACQgz7dqC4OZ16+7v/3e\nr9/7ne9i9OoIk2uVPvC19GgVXq/7gCdhLS15/SWIXYdEwh5AXfsm0gZEJWwaLpLST440hjkG/Gfg\nI8BfNcWJMDIIWUAgERI0CR6p1mhWbZEtBFG77iXuDLN70R3an4Zuqa7VHrTvKKR49gsqiVnz80cZ\nIX3kGGaWkYzk/EQ/jEqIWsLPLoSqwUSpKIJAGx7WCBMhgEAgiaz1snJ5kOVLeTIbq5QKb9bq0+4l\nJRGazu6hWQ6dSbO22cOF0QeJzUxS0K9Qu2BxHmU72gknDtVvEDgO8iAYGTCmSvGg217jfcBpYNqE\nCQNilpi3z5VGhXexnSME7oPEtQQTGT8pAxJVbMYOJwQHoKfPJDAXgbm3UC61N3rp1kZDw14I4UQJ\n7q9JKa3yRE3UnHuW0lZ+mEYiLO98TALfQVVQWLK+bJyTwg8gfgUzb9Luu8YZ14/gLZAvq4OseDlr\nithrwPhD0HsIIukg46/u5VJ+hKQZQ0kQi+daA7HCK6Md2APZCERz4N8AXW9M8ZCSsGyAvm4ipgss\n/PQKkamvAL22O2ick9jsl/jZ31wj2JVhc/kAQu7DV7zEbRWOAhLRbygjq+OdWjdYOm+pjHK6gd8w\n6ZZqPxZFeTNPAW/8eIq+Y6HSSGlq/vwYNBfrq1kil1OcOgK+xRmYDKIEQL3nbaH4KnZ7wdOP06/j\n04Nj4bwAABxeSURBVHT8FNBxIWImGxeDrI8VYLMyFL6e55JaLGjAUNcsZw+N88JPHmfy5QfIT62D\nbq1S7Xmqp4usXELNn51w8gygIzJuvE6DztPvxjOawaC0yLFfJYDe5SR1xEVWuDH9W2ti2z02IkAr\nXG2DQegZJKXPM7vqwcwpo3pl6J9wgW8QOu418eQ2YW7O1sJ6ftPFv8bQ6B7zL4HLUso/sX1n1ZyD\nG9acey8qIup9qMjEnwe8jqrZ+CnU/QHNcCJ/EcxP0dP9CR7+UCen/7XGfQ8IDqDiNu11XqCk7zWA\njasw8VWJPhrjkcdHeeKTowzujxVb3kh1ULGengD+DjrPCU544b4RaA+U5+mr7M36fgM1BY3RdYb/\n5wQz33qDgOMR4L8BWwEpDXPSPfRRHvu103zoN08R7juuXlSoBGUVWb3RggUc/TkcIR2clqJ+p9Gy\nzcKa+DYezTwYKXymTicqN48G7EHxdKzfxX/5HyP2ThofK56noPvfEb7/8/SePk2MMFkKqFeEQanC\nTTXYeQF6OuDEXvR9Q6S8IQo48ZLFt76ONrYEb0Zg03I5rbf3shRYSigLBP2s8AAX2TVzBe35KZhY\nA92+srT6sVg5BHxyZ5zwBPALtPW+m/sf0His51mG/LNl1p5K1cmmr53rPSMshPrJOq0s3tYsa3TM\nWMcUZ8Uw8ItQeBTSXWqRoVF6Ilvndxdv+ywwaPVlZRW3nt0eVDyk9VcfjbgKPgJ8ArgkhBhFPYH/\niCoU+ne3s47lnYsZ1KqhD5VPZwuNc5IvwGocV1eOnlOw97EA6es5Es/nSaGWHNbgs9eDN4HNaUhM\nQ8eTG5x86gohLcX1S/cwecnHNj/uqihNJBGRaKkCHT0FRnZJ+rtgYa20Jqm2abZ6t6pEdk7qXJ6N\nM5aI40IDfhvbWrmJcbKGIIuGgUCVNAgUPVpWKxaWTr+OtydJriOH6TCRDd33rYQs/yxzYCTwiSxh\nTZIoqn1mUSNlMJrndz95CQAhxJM0wYvw+dEGhzGGnawGJnCYGZJSQ626Pah1Zi0XQbvZzkDr86Gd\n7EHuj5P2ttNGGjd5XPE42vgSTDopLylQD8VzChfC6aVLS7Kfa3Qv7Ud7dRpSVi6iyr4sVnqBP98R\nJ1Z/AS3JUfccZ7zLxJ1zW86HWyte2+cNbzvXOvew0D5QFN72hU4zwtsKXRO4BnN4H9vEu5CkMFYg\nP1d6Iva5I51Q2O0gd8KNcd5h66v5hFQWGvE2+Sm1X+u3tY7lnYsRVJaAbRGWazTMSRZYJIvJddHD\nqDiBT0zjYH7L0GXB/kjtQQd+DDyk8ZHG2bCjc7nOznskTfv7VzBzUS5fyBOdgVSqXByYtiOtIW6i\n7IVDAqZ3n+Lq4ffz3pVBXrsSIp/IopQGn2uKE0EMQQYrG7ZDg3Yv9HlU5ky77iToSDLgWUY4k8RE\noSJ9+NsNifIVXMbtTtLmlXjyoGVhWCoLwN7HHJz6vI9j79GxVYhpiBdXb462D0RxPB5mrP84b8Z7\nmTMi1MgnXwFrpaiWAMHBBOFHZmk7ukna72ODEN5iKQdDmcMpreZreUDYRoIQ4BtBduwm7V0jxgQp\nTCSLxX6s3Dt2RfAwihULX2yaE8vH2pfJsXdylmPBScZXY1tu9tV8jtYJs8pBZukke4tMdCPeGR7o\nXmUgfYWAK1q2hLALb8PhIBYMM93dxYa/vfhtxa6oSbyDpp5mL7ha+3oGmmbO2eiKTdT4vBPkgChZ\nCfN6J1fyh+ktxAnVEd7WoDSLRxcwcJHDSw5H08JbncFzIE3o46vIuTUmX8sTj4CzUFpbGDWONIEu\nAfcKeH3XUb559hMsXF1Dnz4PiTg2F7AmoFbeAp86lyZo80NPEAKS7cLbvUjOabApCujvqL1cogTp\nCm5PkmCbiTcFwpap1lvQCad39opxd+fofnwF1y+4ubx5mLXZQ8jci8BbDRxtD94RBAfiDD40Q/tw\nnixeNmQIDzmSskCBWLG9x3ZMNeFtcxEUAtp3IfpPkQxOsMwACQSSFVTiKKvQ8K0qQWdBBdV4MgZD\nk4scMseJrig1njVPKsXiOmGWuId5fGSJsLPIrvJ72O2e4f1tM3QEZpl3xmpW5TGEg1ggjN41xIav\nvSi67grh7aJ88W5t5erp6ixYWwtLzyQo2ZIN21+9gWE3+1lbyLytr6q26QpYNmx7FjD7lqdZ+IEh\n/GsmB78/ycmJUWKXVlhGmR1rlW+yT6cCTtL4SeGn0PCjtIxH6pqzb0LsK7A/DEdOQ28PzL8KG7Pl\nG267llcUr29VwijQk7nAZ9e+xCuJXl4w2ogSZFtSkoZgoGGiCYlwSqXo7kQZAQqUFV8JkmSAJTZx\nMW+rJ9msu9XOUendUVR2eZLQIdXP9oVxhrrmt3roYJMTjBGIrPCzZ95N7LluuGqNV3vSslrXWaqm\nGGKT/aQJ4MBEY0MPs5rrZSmdJmnMcOMsgtbYV94ewm0SeDBB8IlV5k4N8m1+mSsyRaGhbIQ3gwAw\nTC61m4U3L3NtEdYX1C/WCLcHvAOk8RGhh3Wc6Gyws3lryQ4JuAjO5Nn93WV80QiRaG4r2NeexVAd\npRGnjSy9pAjckiG6k/D4v5BS/mlzBUMt+6/1Bra+s9Jc1oNdeFsDxzIyWCsZe7+1+rCEr7WFrHTA\na0R4W7Wm45SHx58FaLKIqg8Yxr+mc+j7EU65X+NcSnLFdnfVSjTYxVMBJykCpAnsQHirXrKXIXsF\ntMfhyGeg/zhsLENktpwtg9J5retbBRYlnM5c4PT8Bb76QgfxTW+Rq63w+IY5ERQQGAgh1Qks4T3A\ntsCHIEn8LLFCG86yYgFv1wq88lwpIAfeFISkendpaqR8Eyich4BtodwMLyE2OcEU4dVOJr5zlKvf\nGACzURc363mr9WCIOPvZQCNIjC6m9b1cSpwgmtoAY43GUsBa5nQD4ZYE3hWn87MrzDHIWxwkLcco\ncLHO8RYr28Ljm5g/QeBecimTxcs/YAJYL1JQuVu0mMngJ0IPG4BeikNoEtZMUHIjOJNn6LvLuDIR\nrsVKkshaFpaO0kjQhkEfKTxV+m0eOw2P/2HxtwYLhtrLcVobGnuur3qwBp/Vhz2SzG7Gu1EftdKq\n2nMU1INRbGc9midRuu8sqj7zFhrjxKVBwAshJ6LfifBLuAZy9saOWdaaz5vL0RtbIyeCeHNDxVbW\nRLbrtmWNXmDg8DoHHsqwr3uSudEUa7OQWCituGE7M9aK3BrG6SEv8Ye8fNh5iG++8CEmFzzAHzXN\niXoiGqZwIB1CCe8Qyq41U942QJIAK4QwcNJB+VR5O2GtsSSgq/jnMEoFrpUCwd97DzzwGBz6ElYo\nODTIi2AvLpZws47DvKw8W7ZUHJLqwrvCQqHtAscQwjGD4E085GgnTmA6jfY88BMHrFqirpHVvJqP\nTgocFOOcZIrXXjzNhZfOoJ/zgi6K/ZTl87NxVjU8vmFOnAM6/oc2aQ/nyb+UZf1yKe+iNdsr9/TK\nCG7uUFFh7dqL99HdA33DRLU4Y9Gf0Z6ATLY0s6zzl5aEAhMNo7jjaVrjWwU7DY+3nF0a5MAuHK0H\naT3YG21drG2fvQhBwfZbI76Z1jF2IS5t3zcqvK260EGUZLFKFXShDHRAo5y4HBD2wm4DDjpVAsEE\nyhBfA5VOgL5clr5onrzw48taISH2iVwrPL7kpzp4NMbjn9mgZ/E6s19KYrwC5MqVUpWwu2EBJId9\nGB/pIdDWReHCJkp69dIsJxKBgQMDDekUSvUaQsUV+8vbBknRxzIhnDgINNL9bYLdIFgAnwldUkWs\na7ZA8DQESruHpuaPxgFcjOJiGY03KEXm2S0QlaiwUGj94DoLTieIa7iJK+F9PY3jGxJeE8X6f3bh\nXc9FUL1qnRQ4xBQfNBaJ/bSPn/3392IkPcXaGLVGUNXw+KY4ce7K0/7xddr3pdETGdYvq9e3m9Is\n3b7okJborHFv9WDtvIvukd29cOwE0cgio2M++tbANErL0mpnsIS3RLw9ahM7bOHx54FHabBgaO+H\ndnMyeJFh/wx5pwNDc+EyruPLutj3+gTrl7aXkLVq//XvXeCp48+x3tNG3pEAM4snX2AzG+a19P1M\nbgzB9SVYiLJd+V9cXQ/1wL4BDnTMctJ/kXbvBjm3EzQvbmOc8OomPa8vEp8p19RKlKpyHTh8fIJP\nn/gOWW8eXYvjMHXcusFb0U7O/Siq0ikrNMaJluek+1nul8s45ycYm4O1aLkCx1L2WLDe5BZPaZef\nhfYQC1o/abefcg9X60VVTXCXVt5pV5Cl9gBmLIUjdw1XumSusqeotyBQQ9hLSfuHE6QPpBsQJmpV\nuGQ/rLmizFIU3+tSCe7DoL1RXk6qo6jzDhPESTOpAW41KmRNQKr31jJojtKI1HIwvxW31Nz8ST/R\ny/SuA6ybDjYJUa7qsxY2lbBsOcXc8Ie8cMJN/rSPpL8NHxm8ZPHko2ib19XCwdBg60VYa0UPpZEZ\nRMOBnwW6iODPXEOuX4DCoo2bG0mpLUNGU5x0Z9Z4bP4ch8QqMj5T5hGF7bNdInjJEmaNFC5SNOuh\nZPcfMTk0eJUTD8/RN34B39UN8kbJIlZt1glMfKQRbOAte3ntHDcTHt9wwdBdv7afjw98l/d2/4SE\n30fO5SKQ13HF8kx/OcXMpe2atixKaA4enOXhX4/ivs9L0u1BGCbt8QxT6/vJRt7H5OQZ+N7LNuFt\nF3dFlcrefnjyDEf3JXm65zLDoWk22/3gEATzOfJjWabTaRarCO80ShQdP/smH3l6ilzYTdrtwpPX\n0WJpPvwbgt3/8t8z88e/B00UUd0lsnzc9QwP6Re5cjXOK1HlKuyhPAuFXVjbza0CSHgCXO8eYVYb\nIeEJUm6YraWSsgt42CDEOL2k0dnFKGFKum5rIFYe7aW071DfWSsaE9PMofSZH0HlFtpBYVkTyEkl\nd/qAo6A9XxJXGhAiyS50wnTjrJnD+h1AEOgD0QGaVnrh5jPw2VdVk2bnT/Jj3UwM3ot/KsD6ln7f\nsi1kqV4CznpKOdXmPhf8uiR3yM1msIN2NmkjgduMIPSrULDCitppLEmSG9gNdOBhjCBx3HICzHMg\n7WrSesJ7W3h8w5z0xCN84NIoDy5e47XlFNeqtKn0/PeRoZsoCXzEKFSmim8QSngfH3yNp999iYJ7\nhSvPbJCmpFSpdtcaJgFS+IjiQ+NtE97VwuObKRhq/uAP+U7yEi/n1jlxNMmJ+9yk9DwkdOLz6qWf\no/yGrdSf8WiOzYs5fBtO8i4PwoBEOofpWmX/0DhnjnYx90qU5W0eIGz1ONAdZffRN9jnuEphIkKi\nsI7uTyM1SBZyZKYKxGPqfHrF0ZYwj8+n2XgpjQy60F0ezo9l+aOvFggPhGDtpzTLyYzxQ76c2eA7\njjaO9UqOhtNsLMDmSu1wC7vftQQ0zcTlyuPS8gjNOqIRt8fSeiSZbmN+aRhXZI3OvHfLEmDFzlUT\n3vbsfgDeWJ7Q5TiLzy2zNPUiauk53zQn0fkXef5vkwQH3Kx1HEa8f78Kf18EmbBv1sGZKBCYN/HG\n8miFSpXcO+g22IZygA+BdKgSaJPAlRjst9mpmuFF/Pl/5fV1k8JinszCUPEEynukVHWp7Ijiv9be\nSCfUEaFzzwThnhg5p4e53DBz2T1cT0G6kKM00u2RBHXg1KAngDnST6RnDxMcVF5GMk55bHC1fqap\nFh7fDCcLjgn+z8/m+IkRozul9guWgtV+RvtsCLGBn2vodLKASWN2ErvtSAdXJ3g6EavLiOciiKsx\nREKd0W7Ur4QTg55CjJ6cm7DhQc2RSn+yaZoJj2905f2XVITHN1Mw9LEzcQ6+7sDxArgmDd76dhZd\nmugFyK6Vsq9NA3uKx1jCYWEcYlFw+wycIoOQAt00eSscYf/nX6Tt0BrPhAIsE6BkBbdgANPsDaX5\nwP7X6XzzKte+ucnUlIFLyyKFRJeSfAYur6h1ROVQs/Rn11+GxUlwOQpMpg3ObZgc1OCpd4WQn/bw\n23/dHCfJ9iMsPPFhOo+lOJj6C86u/COvPw/rKyXBaWEKlVTAesSWQHWTI8w6Sdrw0F1seZj6ECiR\nMgwIUvEg+andBJeX2Z/xllkYxlEm2WooDmUk4F/MMPH1HGPPS4Kue9ko/CrqVfijpjgJDz3KwH1j\nnPncQb49d4LNBR2xbMJFMFZKnAhg7KrJwxMS15Kh/Km3JkIlpimNqnpotN0N2rYBgyBDMG4oll8F\n7gX+FfBisVkzvBw7EmZx9JNMT/vJRi+gnp8lluyT3xopUJmgrNczz5H2TbxewdwLk3DyfczE9rG2\nGSFRGKPkziMr/rX3aYML2OfCONPN7OBB/v75V1lgqFh53bIDwHYlwjSKu1FUePwTwBeb5kSc/SB7\n51wcfWuRdFrJkLKiB0VMoJ4BQCcxwlwhwyCX6GG78LauzQ5rJ1vs3dsPnhzx8QPMTrlxJkwKxcwU\ndpcKDfXSPljsxSkN+vQoB7JpugrdxW/twnuqeG77+Z+vdfuqz7q/Qr3w+H/eaMHQ6xeXGIwU0Mch\ngIkbRXaOcl+RadulW2aRbAL0BLiR+JBIlF3lUm+e/UYWXzCF02UZPSpNeqpXpyuMP5iCQpaNeRPH\nuCSAgUDptPMoQbWryrVb15FZg/waeJCcQ3IetaO/8vUFnM+tWc0bLqKqJ68wv/whCHh5tbALR/Yo\n4/tCzHQH6NIidGoRErSRJMjYlVXy+44i8g4cOYGZAiMBHdJk/RWDaD7AxooXuIqqQF1LkFl3NI5K\nnywxlnWM8wlSXifJ4/uQ96zRySp+meGFqxr3HW5XBhYkTgwcFPCj40cnh0YOB/HO3fzv80nOTy3h\ndDhQniZb52+YkwIuJt/Y4Lju5kDkMiNT4wxFZtAi0NMFBx+GtN9L2uflRxEXBzZPM7bZT8oIUK6j\nrSYsboRG29Vvmwu42ewJ4mxLsVrI0RWES0kY8cLvOYEsVih4w/NH/r8fc2r4AH3HQhiMY7KIwNy2\nv5p66yJ7D1vmOIFE4Cg+s/3HBAd9GjmtnX987iJH7tlDeCZBWqyRffg65qFNtKIgkbb1aqlP69vi\n75oXT0DDra9iTMNLLxpo2iAl2VtLZz6NmqNVw+Mb5qRn8Yf4MnHWNkqqtGp+Z9dQizKAUCrOvsUZ\nVqIaHr2d8nkiqf5c7dEOJnv2LoF4nr3t3SRGsziK9YPt57fu+Bqwv/h/UZB4F3O0v2niWbXUXNJ2\nVLVz18fNhMfX8L/cjjQBsoitzZS1exQoAV5NY2fBUWxvafAsFxwTB2t0sk4/qRvcRho/K7hoJ4bE\nuWWVtm6qmsivhHXdVumFP0Z5qxbetwd+9yG+ePZrzRVRzeTgxctExyTflmHOhd5H5pfuRb5niLOu\nlxl2XyDKCIuMEPmz86z/ym9R2PTChgPmBXIKXLFVvN+cJL+2TmTLPqhTX9doeQAU1wlzcUhdR38o\nR/yXH0AecLFHvkgvq4S+4qTv6X1bwlsZuTJ0kKCDBDncZHFzbvxRpq9l2fvBf8biKzPo61aQ8n9q\nipM8btL4ya25eNf3n2PkmUkODSzhHIC9R6DrPbDc38bSQC+xPwnypcLnmE5vsm5eR72GG/E8ur1I\n+vysdHbhD0CPyPPJIclnToPjGMjDguGPSisUvOH5MzA1za987GtkPhUki45OoejyVn6/3/jyKh97\nWhW0tVzSvGTxkSHck6fTkydm9vIKcZ5c/x494+vkAibRTzjQgyYudASy5BFh67PkZicx0BBJjc5n\nL+B6xc/fb3ycZ8d3IbRBkCtUBoJtxzA1wuMb5uRE5nUOZPWtin0lE3wJla+P9rUkI1d1pmbb8GSs\nvWw9zxq7fUjxcfL+VxHayzw85GL1WoJcsnxtbn8VlLkM5FDbgBewub3a3Z6bx9sSYanjxCgKTcuk\naE9zWg9We7sWTW0WBVm8pAigl1FW7fwuUrjw4MWJYytC0H4dN4K1EbSnZlX6Xyf5Sj+2RmCYsBQj\nC0zihcFunKF7aTt1gLQ3itszg8FuUtxD5h+mSZw8TT7mh4hD+YhngOgsXDNgRVBeEaSezrdiSCdz\nkNzAOO4kv78XHtxFu+mnBwfe77nwP9iByhkn8eMkgEaYPGEy5HCRxUMyO8iySJM29qCqv1bzU2mA\nEhxqrGQ1BqbnOHJpjJAArQc6uqD9MBT2uEmNBMi2hXjDPMVGYRrkIqVKxe+gvhvQnU7SPi9tLhd+\noD8AgV3APaDfv7M+A5ubHOx7Ex5UAVk53MUVdfmkP/fdDMcejBUFh2rht2JwC2n8Rga3NPAj2Jub\n5uD6dfK7nCze20N+lwsPOQSSAg5k8flZfSqjtIqALeBAi0n6XlvDtS75XvZJ0rEgiGCR/kpd7q1H\nrx4hZNQPWq0U3u6sTseaTiCexlGwW1Cg/rWW9ji9PStojmV2DZksu3LoVJdjVm9bLBjAOoh5IG4t\nr6zz70x4Cylv72CvkmD95xZSyoZ8VFucbEeLk+r4p8JLi5PqqMfLbRfeLbTQQgst3Ho0v7dtoYUW\nWmjhHUdLeLfQQgst3I2QUt62P1T2prdQvmm/c4O206jaYqPAy7bvvwKsAGO278LAD1C+cd8HOuq0\n/X1UxMhrxb8nUX5yPwbeRPks/dsa/d5b0e7f1OrzdvBSi5NmeGlx8vPPya2YP7eBk44qbW+al7eT\nkztdptxOwa2hXB1HUN7wF4HDddpfB8JVvn8UlU/FTt4fAv+h+Pl3gD+o0/b3UVkR7X32A/cXPweL\nxB6u0u+f1mi3rc/bwUstTprhpcXJzz8nt2L+3AZO/qBO2x3x8nZzUqftHTFWbqfa5CwwIaWckVLq\nwNeBj9ZpX9XdWkp5jm3ZnPkoxcQZxX+fqtPW6tve57KU8mLxcxK4gnpzVvb7gSrtmsyouA3N8FLT\nBb1RXlqc/JPgxDrPjufPbeDkqRptb4aXlkyx4XYK70Fgzvb/eWx1k6tAAj8UQrwihHj6Bn33SilX\nQJGGCtWqh98SQlwUQvwvIUSH/QdbpsSXgL5a/VZkVKzb5w3QDC/NcALN8dLiZDvuVk7g9s2fm+ak\nou3N8HKncAJ3wFi5kwyWj0gpTwK/BPymEOLRJo6t5+/4Z8A+KeX9qLzkW4neKzMlVulH1mhXs89b\njJvhBGrz0uJkO+5mTuD2zJ+b5qRG27thrNzxMuV2Cu8FSjlhQG0hFmo1llIuFf+NoHKKnq3T94oQ\nog9UMhvqBFpJKSOyqGBCZSo7UzxuW6bEav3WyqhYrc8G0TAvTXJS9fpr9NviZHu/dy0nxXPd8vlz\ns5zUansTvLzjnFj93Qlj5XYK71eAA0KIESGEG/hV4FvVGgoh/MU3EUKIAPBByjOKVeY5/Rbw6eLn\n3wD+oVbbImEW7JnKtmVKrNFv1YyKNfpsBA3x0gAn0DgvLU7Kr39bu7uVk+J5btX8udWcVG17E7y0\nZIodcgeW8Eb/UC40V1EpWb5Qp91elOV4FOU+8wXbb38DLKJSu8wC/wLlfvNMse8fAKE6bf8aGCv2\n/39RyQAfQWUbsM5puft0VvT7RI122/q81bzU46QZXlqc/Hxzcqvmz23gJFSn7Y55eTs5udNlSis8\nvoUWWmjhLsSdZLBsoYUWWmihQbSEdwsttNDCXYiW8G6hhRZauAvREt4ttNBCC3chWsK7hRZaaOEu\nREt4t9BCCy3chWgJ7xZaaKGFuxAt4d1CCy20cBfi/wNQFeZ+CvBCHAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115405210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sDs/0Ps+pPjg7OG/p1ZAhzs5aFfthjanxVk597wTdMw4k4yRYWEC/Enyk5P/P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\nASZP9qA4A0rJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115750f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PKC9Q7NgF0bSlEg4dJBVTGH2/BG3cjGQQwlto2svBvQvKfg48bwaRrlyGmSqKXpzM4stX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\nXt5pTu7S9l0xVu6n2uQIMKIoyqSiKBnge8DTd2mvD2NbhqIoZ1FTAOv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      "text/plain": [
       "<matplotlib.figure.Figure at 0x115ad2790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib_pyplot_samples(train_datasets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cYznx5jUwzoO"
   },
   "source": [
    "---\n",
    "Problem 3\n",
    "---------\n",
    "Another check: we expect the data to be balanced across classes. Verify that.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notMNIST_large/A.pickle 52909\n",
      "notMNIST_large/B.pickle 52911\n",
      "notMNIST_large/C.pickle 52912\n",
      "notMNIST_large/D.pickle 52911\n",
      "notMNIST_large/E.pickle 52912\n",
      "notMNIST_large/F.pickle 52912\n",
      "notMNIST_large/G.pickle 52912\n",
      "notMNIST_large/H.pickle 52912\n",
      "notMNIST_large/I.pickle 52912\n",
      "notMNIST_large/J.pickle 52911\n",
      "notMNIST_small/A.pickle 1872\n",
      "notMNIST_small/B.pickle 1873\n",
      "notMNIST_small/C.pickle 1873\n",
      "notMNIST_small/D.pickle 1873\n",
      "notMNIST_small/E.pickle 1873\n",
      "notMNIST_small/F.pickle 1872\n",
      "notMNIST_small/G.pickle 1872\n",
      "notMNIST_small/H.pickle 1872\n",
      "notMNIST_small/I.pickle 1872\n",
      "notMNIST_small/J.pickle 1872\n"
     ]
    }
   ],
   "source": [
    "def balance_check(pkls):    \n",
    "    for pkl in pkls:\n",
    "        with open(pkl, 'r') as f:\n",
    "            dataset = pickle.load(f)\n",
    "        print (pkl, len(dataset))\n",
    "\n",
    "balance_check(train_datasets)\n",
    "balance_check(test_datasets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LA7M7K22ynCt"
   },
   "source": [
    "Merge and prune the training data as needed. Depending on your computer setup, you might not be able to fit it all in memory, and you can tune `train_size` as needed. The labels will be stored into a separate array of integers 0 through 9.\n",
    "\n",
    "Also create a validation dataset for hyperparameter tuning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "output_extras": [
      {
       "item_id": 1
      }
     ]
    },
    "colab_type": "code",
    "collapsed": false,
    "executionInfo": {
     "elapsed": 411281,
     "status": "ok",
     "timestamp": 1444485897869,
     "user": {
      "color": "#1FA15D",
      "displayName": "Vincent Vanhoucke",
      "isAnonymous": false,
      "isMe": true,
      "permissionId": "05076109866853157986",
      "photoUrl": "//lh6.googleusercontent.com/-cCJa7dTDcgQ/AAAAAAAAAAI/AAAAAAAACgw/r2EZ_8oYer4/s50-c-k-no/photo.jpg",
      "sessionId": "2a0a5e044bb03b66",
      "userId": "102167687554210253930"
     },
     "user_tz": 420
    },
    "id": "s3mWgZLpyuzq",
    "outputId": "8af66da6-902d-4719-bedc-7c9fb7ae7948"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training: (200000, 28, 28) (200000,)\n",
      "Validation: (10000, 28, 28) (10000,)\n",
      "Testing: (10000, 28, 28) (10000,)\n"
     ]
    }
   ],
   "source": [
    "def make_arrays(nb_rows, img_size):\n",
    "    if nb_rows:\n",
    "        dataset = np.ndarray((nb_rows, img_size, img_size), dtype=np.float32)\n",
    "        labels = np.ndarray(nb_rows, dtype=np.int32)\n",
    "    else:\n",
    "        dataset, labels = None, None\n",
    "    return dataset, labels\n",
    "\n",
    "def merge_datasets(pickle_files, train_size, valid_size=0):\n",
    "    num_classes = len(pickle_files)\n",
    "    valid_dataset, valid_labels = make_arrays(valid_size, image_size)\n",
    "    train_dataset, train_labels = make_arrays(train_size, image_size)\n",
    "    vsize_per_class = valid_size // num_classes\n",
    "    tsize_per_class = train_size // num_classes\n",
    "    \n",
    "    start_v, start_t = 0, 0\n",
    "    end_v, end_t = vsize_per_class, tsize_per_class\n",
    "    end_l = vsize_per_class+tsize_per_class\n",
    "    for label, pickle_file in enumerate(pickle_files):       \n",
    "        try:\n",
    "            with open(pickle_file, 'rb') as f:\n",
    "                letter_set = pickle.load(f)\n",
    "                # let's shuffle the letters to have random validation and training set\n",
    "                np.random.shuffle(letter_set)\n",
    "            if valid_dataset is not None:\n",
    "                valid_letter = letter_set[:vsize_per_class, :, :]\n",
    "                valid_dataset[start_v:end_v, :, :] = valid_letter\n",
    "                valid_labels[start_v:end_v] = label\n",
    "                start_v += vsize_per_class\n",
    "                end_v += vsize_per_class\n",
    "                    \n",
    "            train_letter = letter_set[vsize_per_class:end_l, :, :]\n",
    "            train_dataset[start_t:end_t, :, :] = train_letter\n",
    "            train_labels[start_t:end_t] = label\n",
    "            start_t += tsize_per_class\n",
    "            end_t += tsize_per_class\n",
    "        except Exception as e:\n",
    "            print('Unable to process data from', pickle_file, ':', e)\n",
    "            raise\n",
    "    \n",
    "    return valid_dataset, valid_labels, train_dataset, train_labels\n",
    "            \n",
    "            \n",
    "train_size = 200000\n",
    "valid_size = 10000\n",
    "test_size = 10000\n",
    "\n",
    "valid_dataset, valid_labels, train_dataset, train_labels = merge_datasets(\n",
    "  train_datasets, train_size, valid_size)\n",
    "_, _, test_dataset, test_labels = merge_datasets(test_datasets, test_size)\n",
    "\n",
    "print('Training:', train_dataset.shape, train_labels.shape)\n",
    "print('Validation:', valid_dataset.shape, valid_labels.shape)\n",
    "print('Testing:', test_dataset.shape, test_labels.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GPTCnjIcyuKN"
   },
   "source": [
    "Next, we'll randomize the data. It's important to have the labels well shuffled for the training and test distributions to match."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "collapsed": true,
    "id": "6WZ2l2tN2zOL"
   },
   "outputs": [],
   "source": [
    "def randomize(dataset, labels):\n",
    "    permutation = np.random.permutation(labels.shape[0])\n",
    "    shuffled_dataset = dataset[permutation,:,:]\n",
    "    shuffled_labels = labels[permutation]\n",
    "    return shuffled_dataset, shuffled_labels\n",
    "train_dataset, train_labels = randomize(train_dataset, train_labels)\n",
    "test_dataset, test_labels = randomize(test_dataset, test_labels)\n",
    "valid_dataset, valid_labels = randomize(valid_dataset, valid_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "puDUTe6t6USl"
   },
   "source": [
    "---\n",
    "Problem 4\n",
    "---------\n",
    "Convince yourself that the data is still good after shuffling!\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To be sure that the data are still fine after the merger and the randomization, I will select one item and display the image alongside the label. Note: 0 = A, 1 = B, 2 = C, 3 = D, 4 = E, 5 = F, 6 = G, 7 = H, 8 = I, 9 = J. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pretty_labels = {0: 'A', 1: 'B', 2: 'C', 3: 'D', 4: 'E', 5: 'F', 6: 'G', 7: 'H', 8: 'I', 9: 'J'}\n",
    "\n",
    "def disp_sample_dataset(dataset, labels):\n",
    "    items = random.sample(range(len(labels)), 8)\n",
    "    for i, item in enumerate(items):\n",
    "        plt.subplot(2, 4, i+1)\n",
    "        plt.axis('off')\n",
    "        plt.title(pretty_labels[labels[item]])\n",
    "        plt.imshow(dataset[item])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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f+clDtmpl1u5WqdYEUTSaBF9J0obddCBtsFpg1EC2BJqt4MOPo5CdxCFdg/22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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11321d6d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp_sample_dataset(train_dataset, train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ryk1ccRPPDfVo271Z+O8atNTiwCR226CxMMDuokoYGJAwKCWjhSaR4q53vmyx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jN/5Q7nX15jVC4Q3TGI7XaoTqSoTqTIu4OsfJxk+fo4RsvC5xGaHN7BF4BBByhh2hH26kncvQkm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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cbcab50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp_sample_dataset(valid_dataset, valid_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RT2uxhbsetetFJbjHxV4btILPOAXe5h7jbOKyghsNMtOAKeBrBJsXmjYstgPH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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117647090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp_sample_dataset(test_dataset, test_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tIQJaJuwg5Hw"
   },
   "source": [
    "Finally, let's save the data for later reuse:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "collapsed": true,
    "id": "QiR_rETzem6C"
   },
   "outputs": [],
   "source": [
    "pickle_file = 'notMNIST.pickle'\n",
    "\n",
    "try:\n",
    "    f = open(pickle_file, 'wb')\n",
    "    save = {\n",
    "    'train_dataset': train_dataset,\n",
    "    'train_labels': train_labels,\n",
    "    'valid_dataset': valid_dataset,\n",
    "    'valid_labels': valid_labels,\n",
    "    'test_dataset': test_dataset,\n",
    "    'test_labels': test_labels,\n",
    "    }\n",
    "    pickle.dump(save, f, pickle.HIGHEST_PROTOCOL)\n",
    "    f.close()\n",
    "except Exception as e:\n",
    "    print('Unable to save data to', pickle_file, ':', e)\n",
    "    raise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "output_extras": [
      {
       "item_id": 1
      }
     ]
    },
    "colab_type": "code",
    "collapsed": false,
    "executionInfo": {
     "elapsed": 413065,
     "status": "ok",
     "timestamp": 1444485899688,
     "user": {
      "color": "#1FA15D",
      "displayName": "Vincent Vanhoucke",
      "isAnonymous": false,
      "isMe": true,
      "permissionId": "05076109866853157986",
      "photoUrl": "//lh6.googleusercontent.com/-cCJa7dTDcgQ/AAAAAAAAAAI/AAAAAAAACgw/r2EZ_8oYer4/s50-c-k-no/photo.jpg",
      "sessionId": "2a0a5e044bb03b66",
      "userId": "102167687554210253930"
     },
     "user_tz": 420
    },
    "id": "hQbLjrW_iT39",
    "outputId": "b440efc6-5ee1-4cbc-d02d-93db44ebd956"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compressed pickle size: 690800441\n"
     ]
    }
   ],
   "source": [
    "statinfo = os.stat(pickle_file)\n",
    "print('Compressed pickle size:', statinfo.st_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "gE_cRAQB33lk"
   },
   "source": [
    "---\n",
    "Problem 5\n",
    "---------\n",
    "\n",
    "By construction, this dataset might contain a lot of overlapping samples, including training data that's also contained in the validation and test set! Overlap between training and test can skew the results if you expect to use your model in an environment where there is never an overlap, but are actually ok if you expect to see training samples recur when you use it.\n",
    "Measure how much overlap there is between training, validation and test samples.\n",
    "\n",
    "Optional questions:\n",
    "- What about near duplicates between datasets? (images that are almost identical)\n",
    "- Create a sanitized validation and test set, and compare your accuracy on those in subsequent assignments.\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# I dont think doing number 5 is currently useful"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\npickle_file = 'notMNIST2.pickle'\\n\\ntry:\\n  f = open(pickle_file, 'wb')\\n  save = {\\n    'train_dataset': train_dataset,\\n    'train_labels': train_labels,\\n    'valid_dataset': valid_dataset,\\n    'valid_labels': valid_labels,\\n    'test_dataset': test_dataset,\\n    'test_labels': test_labels,\\n    'new_valid_dataset': new_valid_dataset,\\n    'new_valid_labels': new_valid_labels,\\n    'new_test_dataset': new_test_dataset,\\n    'new_test_labels': new_test_labels,\\n    }\\n  pickle.dump(save, f, pickle.HIGHEST_PROTOCOL)\\n  f.close()\\nexcept Exception as e:\\n  print('Unable to save data to', pickle_file, ':', e)\\n  raise  \\n\""
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "pickle_file = 'notMNIST2.pickle'\n",
    "\n",
    "try:\n",
    "  f = open(pickle_file, 'wb')\n",
    "  save = {\n",
    "    'train_dataset': train_dataset,\n",
    "    'train_labels': train_labels,\n",
    "    'valid_dataset': valid_dataset,\n",
    "    'valid_labels': valid_labels,\n",
    "    'test_dataset': test_dataset,\n",
    "    'test_labels': test_labels,\n",
    "    'new_valid_dataset': new_valid_dataset,\n",
    "    'new_valid_labels': new_valid_labels,\n",
    "    'new_test_dataset': new_test_dataset,\n",
    "    'new_test_labels': new_test_labels,\n",
    "    }\n",
    "  pickle.dump(save, f, pickle.HIGHEST_PROTOCOL)\n",
    "  f.close()\n",
    "except Exception as e:\n",
    "  print('Unable to save data to', pickle_file, ':', e)\n",
    "  raise  \n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "L8oww1s4JMQx"
   },
   "source": [
    "---\n",
    "Problem 6\n",
    "---------\n",
    "\n",
    "Let's get an idea of what an off-the-shelf classifier can give you on this data. It's always good to check that there is something to learn, and that it's a problem that is not so trivial that a canned solution solves it.\n",
    "\n",
    "Train a simple model on this data using 50, 100, 1000 and 5000 training samples. Hint: you can use the LogisticRegression model from sklearn.linear_model.\n",
    "\n",
    "Optional question: train an off-the-shelf model on all the data!\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "regr = LogisticRegression()\n",
    "X_test = test_dataset.reshape(test_dataset.shape[0], 28 * 28)\n",
    "y_test = test_labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 align='Left'>Note on the Following Training Sample Code</h3>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code uses score which returns the mean accuracy on the given test data and labels. In multi-label classification (which is what question 6 is doing), the subset accuracy is a harsh metric since each label needs to be correctly predicted. \n",
    "\n",
    "Later on in the jupyter notebook, there will be code showing on which class the model is consistently predicting incorrectly. This is called the confusion matrix. \n",
    "\n",
    "http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 align='Left'>50 Training Samples</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 49.5 ms, sys: 1.13 ms, total: 50.6 ms\n",
      "Wall time: 49.5 ms\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "sample_size = 50\n",
    "X_train = train_dataset[:sample_size].reshape(sample_size, 784)\n",
    "y_train = train_labels[:sample_size]\n",
    "%time regr.fit(X_train, y_train)\n",
    "#regr.score(X_test, y_test)\n",
    "predicted = regr.predict(X_test)\n",
    "cm = metrics.confusion_matrix(y_test, predicted)\n",
    "cm_normalized = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fDytQvTfCYjAyVFAxx7l9rwr2uV7X8Hddvf+UGhVKaH43NzXCtbQ1V+7nfdeZ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4Uybf42ne00f9OLyA87Ejz0e24kpvL12O6snNGfdsPm6db3aRdVu6Gfq8bIVwM4H5/M1dsP1fU1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\nKJT/Ay+FKr08L+ROAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116717710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "plt.figure(figsize=(9,9))\n",
    "confusion_matrix = pd.DataFrame(data = cm_normalized)\n",
    "sns.heatmap(confusion_matrix, annot=True, fmt=\".3f\", linewidths=.5, square = True, cmap = 'Blues_r');\n",
    "plt.ylabel('Actual label');\n",
    "plt.xlabel('Predicted label');\n",
    "plt.title('Confusion Matrix', size = 15);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9+hS7d++Gjo4O2rdvj/79+2PAgAEl1k6JiIiIiKhgHJ6aiIiIiKgUWFtbKyRI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Z09zq5lAfh5zjRuRV7jk8AZmJjmfML0Sth5bkddR61WE/v4ESsWfU9lr9qK38WYkJzG5pM3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\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euji8Bmfv36jYd5i75iDW7bqgsOyW4Kswd5oGC2fhZ/SCfxD+9JVaFIyBgulTAPBr4DFU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\n/T9AwtZOgfnAVQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1158598d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows = 1, ncols = 3, figsize = (27,81));\n",
    "\n",
    "X_train = train_dataset[:50].reshape(50, 784)\n",
    "y_train = train_labels[:50]\n",
    "regr.fit(X_train, y_train)\n",
    "fifty_score = regr.score(X_test, y_test)\n",
    "predicted = regr.predict(X_test)\n",
    "cm = metrics.confusion_matrix(y_test, predicted)\n",
    "cm_normalized = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "confusion_matrix = pd.DataFrame(data = cm_normalized)\n",
    "sns.heatmap(confusion_matrix, annot=True, fmt=\".3f\", linewidths=.5, square = True, cmap = 'Blues_r', ax = axes[0], cbar = False);\n",
    "axes[0].set_ylabel('Actual label', fontsize = 45);\n",
    "\n",
    "X_train = train_dataset[:100].reshape(100, 784)\n",
    "y_train = train_labels[:100]\n",
    "regr.fit(X_train, y_train)\n",
    "hundred_score = regr.score(X_test, y_test)\n",
    "predicted = regr.predict(X_test)\n",
    "cm = metrics.confusion_matrix(y_test, predicted)\n",
    "cm_normalized = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "confusion_matrix = pd.DataFrame(data = cm_normalized)\n",
    "sns.heatmap(confusion_matrix, annot=True, fmt=\".3f\", linewidths=.5, square = True, cmap = 'Blues_r', ax = axes[1], cbar = False);\n",
    "axes[1].set_xlabel('Predicted label', fontsize = 45);\n",
    "\n",
    "X_train = train_dataset[:5000].reshape(5000, 784)\n",
    "y_train = train_labels[:5000]\n",
    "regr.fit(X_train, y_train)\n",
    "five_thousand_score = regr.score(X_test, y_test)\n",
    "predicted = regr.predict(X_test)\n",
    "cm = metrics.confusion_matrix(y_test, predicted)\n",
    "cm_normalized = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "confusion_matrix = pd.DataFrame(data = cm_normalized)\n",
    "sns.heatmap(confusion_matrix, annot=True, fmt=\".3f\", linewidths=.5, square = True, cmap = 'Blues_r', ax = axes[2], cbar = False);\n",
    "\n",
    "plt.tight_layout()\n",
    "fifty = '50 Training Samples Score: {0}'.format(fifty_score) \n",
    "hundred = '100 Training Samples Score: {0}'.format(hundred_score) \n",
    "thousand = '5000 Training Samples Score: {0}'.format(five_thousand_score) \n",
    "axes[0].set_title(fifty, size = 30);\n",
    "axes[1].set_title(hundred, size = 30);\n",
    "axes[2].set_title(thousand, size = 30);\n",
    "fig.suptitle('Confusion Matrices', y=0.568, size = 55);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 align='Left'>All Training Samples</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 8min 53s, sys: 973 ms, total: 8min 54s\n",
      "Wall time: 8min 57s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.89590000000000003"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regr2 = LogisticRegression(solver='sag')\n",
    "sample_size = len(train_dataset)\n",
    "X_train = train_dataset[:sample_size].reshape(sample_size, 784)\n",
    "y_train = train_labels[:sample_size]\n",
    "%time regr2.fit(X_train, y_train)\n",
    "regr2.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YRShNJtM1C3GSQM36njIUtyOB0kvCkr0Ws7q8CfofSiCkutAUTqGkJcoYnrTP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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116717ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_labels = regr2.predict(X_test)\n",
    "disp_sample_dataset(test_dataset, pred_labels)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "default_view": {},
   "name": "1_notmnist.ipynb",
   "provenance": [],
   "version": "0.3.2",
   "views": {}
  },
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
